Clear definitions for examining the words, stories, and systems that shape judgment.
All 68 entries from Distorted by Jim Detjen, with selected explanations and guides.
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The definitions below reproduce Jim Detjen's wording in Distorted, “The Glossary of Fog.” They present the book's interpretive language. Expanded sections add THNK context, examples, and sources. Four related concepts follow the complete glossary.
68 glossary entries
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A
Accountability Theater
Institutions
Book definition
Performative outrage or “internal review” designed to restore confidence, not truth. The spotlight replaces the cleanup.
In Distorted, the performance of taking responsibility when the visible response does little to establish what happened, correct the problem or identify who must act. An announcement becomes a substitute for an accountable outcome.
How it works
An apology, review panel or new policy creates an observable event that an audience can treat as resolution. Attention moves from the original failure to the organization's response. The useful test is what the process can establish and change: its mandate, access to evidence, decision authority, deadlines and published findings. A review with no clear question or follow-through may reassure without resolving. Calling the process theater remains an interpretation that should be supported by those details.
Where the term stops
Public apologies, internal reviews and procedural safeguards can be necessary parts of repair. Slow progress does not prove insincerity. Ask whether the process has a credible route to findings and action, and whether its stated milestones are met, before drawing conclusions about its purpose.
An illustrative example
Fictional teaching scenario: A membership organization responds to duplicate charges by announcing a listening committee. Three months later, its updates list meetings held and testimonials collected. They give no count of affected members, no refund decision and no correction date. The committee's activity is visible; whether the billing problem has been resolved remains unknown.
Questions to ask
What concrete problem is this process meant to resolve?
Who has the authority to act on its findings?
What result and deadline would demonstrate that the response worked?
A useful next step
Write down the promised result, responsible person and reporting date. Compare later announcements against those commitments. Give credit for documented repair, and keep unresolved questions open when a new initiative arrives without answers about the old failure.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Accountability Theater; Chapter 11, Procedure as Performance; Chapter 14, Echoes and Oversight.
A generated AI output that presents false, invented or unsupported information as if it were established. Examples include fabricated references, incorrect details and summaries that introduce claims absent from the material they purport to describe.
How it works
Generating a plausible answer and verifying a claim are different operations. A system can produce a convincing sequence of words, including an apparent explanation or citation, without that sequence corresponding to an actual source. Fluent detail can make the error harder to notice, especially when the reader expects the answer to be researched. Check the factual claim against evidence outside the generated response. An explanation of why the answer is correct is itself another claim to examine.
Where the term stops
Fiction requested as fiction is not a hallucination merely because it is invented. Nor does an erroneous output establish deliberate human deception. Distorted uses machine gaslighting as an interpretive analogy; the more precise description here identifies the unsupported output and what would verify it.
An illustrative example
Fictional teaching scenario: A volunteer asks an AI tool for background on a town monument. It names a plausible sculptor, dedication date and newspaper article. The volunteer checks the municipal archive and discovers that the date is wrong and the article cannot be found. The polished answer supplied detail without a reliable evidentiary trail.
Questions to ask
Can I locate the source and confirm that it supports this exact claim?
Which details came from the supplied material and which were added?
What remains uncertain after checking independently?
A useful next step
Open and inspect the original sources for consequential factual claims. Compare any summary with the material summarized, remove unsupported details and mark unresolved points. Asking the same system to reassure you about its answer does not provide independent verification.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: AI Hallucination; Chapter 20, The Fake Citations Problem and Hallucinations as Machine Gaslighting.
The automated selection, ranking or recommendation of information. A system helps determine what appears, in which order and with what prominence, using criteria that may include a person's activity, content attributes and the service's objectives.
How it works
The information available to a service is larger than the selection shown on a screen. Ranking rules and predictions organize that selection, making some items easier to encounter than others. The same person can receive a different presentation when the criteria change, even though the underlying information remains available. Distorted draws attention to the gap between experiencing a feed as personal choice and understanding how its contents were selected. Curation shapes the opportunity to encounter information; it does not determine every response.
Where the term stops
Filtering and ranking are necessary features of many useful services. They do not by themselves establish censorship, deception or a particular political effect. Assess the actual selection criteria, the user's choices and the relevant comparison before claiming that a system has hidden or manipulated information.
An illustrative example
Fictional teaching scenario: A reader switches a community app from recommended posts to posts ordered by time. The topics at the top change. Some discussions previously prominent are now lower down, while recent announcements appear. This demonstrates that presentation depends on selection rules; it does not, by itself, show that the earlier view was dishonest.
Questions to ask
What criteria determine which items appear and their order?
What can I change about those criteria?
What comparison would help distinguish ranking from removal?
A useful next step
Inspect the service's explanation of recommendations and the controls it offers. Compare available views and seek relevant material directly. Describe the selection you can observe, and keep claims about motive or wider effects separate until supporting evidence is available.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Algorithmic Curation; Chapter 14, The Feed as Mirror; Chapter 20, Social Media Curation.
EU Digital Services Act: recommender systemsArticle 3(s) defines recommendation and prioritization; Article 27 addresses explanations of main parameters and available user controls.
The tendency to seek, emphasize, or interpret evidence in ways that support existing expectations while giving less attention to evidence that challenges them. It concerns how a belief is examined, not simply whether the belief is correct.
How it works
The imbalance can begin with the search itself: a question framed to find support may return a persuasive collection of confirming examples. It can continue when friendly evidence receives little scrutiny while contrary evidence must meet an unusually demanding standard. A conclusion may then feel thoroughly researched even though the inquiry was selective. Distorted's self-check is to ask what would prove the preferred account wrong. Apply that question to your own explanation as carefully as you apply it to someone else's.
Where the term stops
Strong evidence can justify retaining a belief. Rejecting a poor source or a weak objection is not necessarily bias, and an opposing view does not deserve equal weight merely because it opposes. The question is whether comparable evidence receives comparable scrutiny regardless of which conclusion it favors.
An illustrative example
Fictional teaching scenario: A team believes afternoon meetings are more productive. It saves comments praising successful afternoon sessions but dismisses complaints as individual preferences. When reviewing morning meetings, it collects only complaints. The conclusion might still be correct, but this uneven collection of evidence cannot establish it reliably enough to guide a new policy.
Questions to ask
What finding would make me reduce confidence in this belief?
Am I applying the same standard to supporting and opposing evidence?
A useful next step
State the claim and a plausible alternative before searching. Look for evidence that could distinguish them, including an inconvenient result. Compare evidence quality using the same criteria, then record how each finding changes your confidence in the conclusion.
Sources and context
Distorted by Jim Detjen — Chapter 2, ‘Practical Self-Defense’; Chapter 3, ‘Practical Toolkit · The 3Cs’; The Glossary of Fog, ‘Confirmation Bias.’
APA Dictionary of Psychology: confirmation biasDefines the tendency to gather confirming evidence while neglecting contradictory evidence. The questions and meeting example are original teaching applications.
Distorted's metaphor for relying on digital storage and retrieval so heavily that remembered context and dependable access receive too little attention. Having saved something can be mistaken for knowing it or being able to recover it.
How it works
A bookmark stores an address, which may later lead to changed or unavailable material. A screenshot can preserve words while losing their date, source or surrounding discussion. A folder can accumulate files that nobody can identify when a question arises. The book's lens connects these practical gaps with the habit of assuming retrieval will always be easy. The useful inquiry is whether a record remains understandable, traceable and accessible, and whether its owner has actually engaged with its contents.
Where the term stops
This is not a clinical diagnosis or a claim that digital storage inevitably damages memory. External records can strengthen recall, preserve context and support independent checking. Forgetting a detail, losing a link and misunderstanding a source are different problems that require different explanations.
An illustrative example
Fictional teaching scenario: A committee member bookmarks the web page containing an agreed policy but saves no dated copy. Months later, the page has changed. They remember the general promise but cannot establish its exact wording or revision date. The failure concerns preservation and context; it does not establish a disorder or prove deliberate erasure.
Questions to ask
Have I preserved the source, date and context, or only a link?
Could someone else understand and locate this record?
Am I recalling the evidence or relying on the expectation that it can be found?
A useful next step
Keep dated copies of important records with source details and enough context to interpret them. Check that you can retrieve them, and write a brief account of what each supports. Treat personal recollection as something to compare with evidence.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Digital Amnesia; Chapter 14, Digital Amnesia; Chapter 5, The Algorithm that Edits History.
A mild, indirect, or more socially acceptable expression used in place of wording considered harsh, unpleasant, or taboo. A euphemism can offer tact, but it can also make consequential actions harder to recognize.
How it works
The substitution changes the emotional register through which an event is understood. A phrase may soften discomfort without changing the facts, or it may leave the action, actor, and consequences indistinct. Distorted examines the second possibility through terms that make institutional decisions sound impersonal or inevitable. The useful comparison is between the gentle expression and a concrete description of what happened. Ask whether listeners can still identify the action, the affected people, and the available choices after hearing the softer wording.
Where the term stops
Tact is not inherently deceptive. Sensitive language can protect dignity while leaving the relevant facts clear. The problem is not that a phrase sounds gentle; it is that the substitution obscures information people need to understand a decision, question it, or respond to its consequences.
An illustrative example
Fictional teaching scenario: A service provider describes a new charge as an account adjustment. Customers reading the notice cannot tell whether the adjustment is a credit or a fee. When the notice states that each account will be charged five dollars, the practical meaning becomes clear without requiring insulting or inflammatory language.
Questions to ask
What action does this phrase describe in concrete terms?
Does the softer wording preserve the facts people need to make a decision?
A useful next step
Translate the expression into an accurate sentence with an actor, action, and consequence. Keep humane wording where it helps. Request the missing practical details rather than replacing one loaded expression with another equally distorting label.
Sources and context
Distorted by Jim Detjen — Chapter 1, ‘Case Study · Euphemisms in the Modern Era’; Chapter 25, ‘Translate the Spin’; The Glossary of Fog, ‘Euphemism Drift.’
Merriam-Webster: euphemismProvides the lexical definition of a milder expression replacing harsh or taboo wording. It does not classify every euphemism as deception.
A proposed narrowing of an information environment through personalization, in which a person repeatedly encounters familiar perspectives while alternatives become less visible. The term describes a possible pattern of exposure, not an inevitable consequence of using a feed.
How it works
Personalization can favor material connected to previous choices, while those choices are themselves influenced by whom a person follows and what they seek out. A reinforcing pattern is possible, but its strength and consequences require evidence. In a 2020 US Facebook experiment, reducing exposure to like-minded sources changed what participants saw without measurably changing the tested political attitudes. Exposure, attention and belief are different outcomes. A claim about one should not silently become a claim about all three.
Where the term stops
A feed containing many agreeable posts does not prove that alternatives are inaccessible or that the feed caused a person's views. Social networks, deliberate preferences and offline sources also matter. The cited experiment concerns particular users, measures and a time period; it does not settle every platform or effect.
An illustrative example
Fictional teaching scenario: A reader follows several accounts supporting the same transport proposal. Recommendations add similar accounts, and the reader concludes that almost everyone supports the plan. A local meeting reveals substantial disagreement. The feed supplied a narrow sample, but that observation alone cannot tell us how much the algorithm or the reader's choices contributed.
Questions to ask
How representative is this information sample of the wider question?
Which perspectives have I deliberately chosen or excluded?
Am I claiming a change in exposure, attention or belief?
A useful next step
Look beyond the feed for relevant evidence and serious alternative interpretations. Compare sources for quality as well as variety. Treat your information environment as a sample with limits, and avoid inferring population-wide agreement from repeated exposure to similar views.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Filter Bubble; Chapter 14, The Filter Bubble.
A pattern of manipulation that undermines another person's confidence in their perception, memory, or understanding of events. Used here as a behavioral concept, it concerns the erosion of self-trust rather than a diagnosis of anyone involved.
How it works
The issue shifts from what happened to whether a person can trust their own judgment. Repeated denial, selective records, and dismissive reinterpretation may make the other person's account seem like the only dependable one. Distorted describes a sequence of denial, doubt, dependence, and control. That sequence is a lens for examining conduct, not a checklist that proves an accusation. Look for a pattern across exchanges, including what happens when relevant evidence becomes available and whether correction is possible.
Where the term stops
A disagreement, mistaken recollection, unwelcome correction, or isolated lie does not by itself establish gaslighting. Chapter 28 explicitly preserves this distinction. Neither someone's distress nor another person's confidence settles the facts; assess the repeated conduct and the evidence without inferring a diagnosis or motive from a phrase.
An illustrative example
Fictional teaching scenario: A coordinator repeatedly changes agreed deadlines, denies the earlier dates despite archived messages, and tells a colleague that their memory is unreliable. When the colleague asks to compare records, the coordinator insists that future dates must be checked through them alone. The concern is the repeated undermining of judgment and control of the record.
Questions to ask
What repeated behavior is undermining confidence in memory or judgment?
What happens when we check a record that either person could be wrong about?
A useful next step
Describe the observable discrepancy before naming a pattern. Preserve the relevant record, separate recollection from documentation, and seek an independent perspective. Keep the question specific: what was said, what changed, and how was the difference handled?
Sources and context
Distorted by Jim Detjen — Chapter 2, ‘The Playbook at a Glance’; Chapter 28, ‘The Inflation of a Word’; The Glossary of Fog, ‘Gaslighting.’
APA Dictionary of Psychology: gaslightDefines manipulation that induces doubt about perceptions, experiences, or events; describes the term as generally colloquial. The sustained-pattern boundary here follows Distorted, Chapter 28.
Environmental communication that gives a misleading impression of a product, service or organization's environmental benefits. It can involve false statements, exaggerated advantages, vague claims or omissions that obscure the limits of an otherwise real improvement.
How it works
A specific benefit can expand into a much larger impression: less plastic in a cap becomes a claim that the whole product is environmentally friendly. Images, labels and comparisons can carry that implication even when the qualifying text is technically accurate. Examine the object of the claim, the comparison baseline and the relevant trade-offs. A benefit for one component does not establish an overall benefit for the product, its manufacture, use and disposal.
Where the term stops
Environmental marketing is not inherently misleading, and an imperfect company can make a real improvement. The question is whether the claim accurately describes its scope and evidence. A future target also differs from a measured result; neither should silently stand in for the other.
An illustrative example
Fictional teaching scenario: A bottle carries a large planet-friendly badge because its cap uses 20 percent less plastic than the previous cap. The fine print supplies that comparison, but the main label suggests the entire bottle has a smaller environmental impact. No evidence about the bottle's full production or disposal is provided.
Questions to ask
What exactly is claimed to have improved, compared with what?
Does the evidence support the overall impression as well as the fine print?
Which relevant impacts or trade-offs are outside the claim?
A useful next step
Restate the environmental claim in measurable language. Check the baseline, time period, scope and supporting evidence. Give narrow improvements narrow credit; reserve broader conclusions until the evidence addresses the broader impact being suggested by the marketing.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Greenwashing; Chapter 7, Counter-Moves: The Green Lexicon.
In Distorted, a pattern in which an organization denies or reframes documented problems while undermining the credibility of people reporting them. Institutional authority makes its preferred account harder for an individual to challenge.
How it works
The organization may control the records, the complaint process and the language used to describe the outcome. A report of repeated failures becomes an isolated misunderstanding; a documented promise becomes something the employee supposedly misheard. When each challenge returns to the same authority, the person can begin questioning their own account. The relevant pattern combines treatment of evidence with treatment of the person presenting it. A disappointing outcome, by itself, does not establish this pattern.
Where the term stops
An institution can disagree with a complaint, correct a record or enforce an unpopular policy without gaslighting anyone. Look for repeated distortion and undermining of credibility. An allegation needs evidence; the institution's size or the complainant's certainty does not settle what happened.
An illustrative example
Fictional teaching scenario: over several months, staff save emails promising consultation before schedule changes. Each time consultation is skipped, administrators deny that any commitment existed. When shown the emails, they dismiss the reporters as confused or resistant and decline to correct the record. The repeated denial and attack on credibility warrant examination together.
Questions to ask
Which specific claim conflicts with the available record?
Has the organization addressed that evidence or redirected attention to the reporter's character?
Who can review the disagreement independently?
A useful next step
Keep the original record and a dated account of the responses. State the discrepancy narrowly and request an answer to it. Separate what the evidence shows from what you suspect about motives, and identify an independent review route.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Institutional Gaslighting; Chapter 12, The Vanished Agreement: Gaslighting in HR.
In Distorted, a pattern in which control over a term's meaning gives one side control over what can count as a valid argument, objection, or outcome. The concern is a shifting or imposed standard that escapes examination.
How it works
A discussion begins with a shared word, but the word's working definition changes when an inconvenient fact appears. An objection that met yesterday's standard becomes irrelevant under today's definition. The participants may seem to be debating evidence while actually using different rules for admitting it. Distorted's response is to stabilize the terms before continuing. Treat this as an interpretive lens: demonstrate the change in meaning and its practical effect rather than assuming that contested vocabulary reveals a coordinated effort to control discussion.
Where the term stops
Language evolves, technical terms have specialized meanings, and people can reasonably dispute definitions. An explicit revision made for a stated reason is not automatically capture. The concern arises when a consequential change is hidden, inconsistently applied, or used to prevent the underlying claim from being tested.
An illustrative example
Fictional teaching scenario: A committee defines consultation as gathering responses before deciding. After making a decision without responses, it says consultation means informing members afterward. When challenged, it insists the original requirement was always met. The issue is the unacknowledged change in the standard, which makes the earlier commitment impossible to evaluate fairly.
Questions to ask
What did this term mean when the commitment was made?
Has the definition changed, and is the same standard being applied to every case?
A useful next step
Write down the working definition and a concrete example of what would satisfy it. Compare that standard with the earlier wording. If revision is necessary, identify when it changed and evaluate previous decisions under the standard then in force.
Sources and context
Distorted by Jim Detjen — Chapter 2, ‘4. Cement Control’; The Glossary of Fog, ‘Linguistic Capture.’
A pattern in which an earlier good action, or confidence in one's moral character, makes a later questionable choice feel more permissible. The prior virtue functions as a credential or excuse instead of answering the current ethical question.
How it works
A person may reason that an established record of fairness makes a new choice less troubling or less open to criticism. Original experiments on moral credentials examined how prior nonprejudiced choices could increase willingness to express attitudes that might be perceived as prejudiced. Later findings are mixed. A 2024 registered replication did not find a consistent moral-credential effect in its online sample, while a 2025 meta-analysis found stronger evidence when participants were observed by others. These results make context important and do not establish any individual’s motives. Distorted extends the interpretive question to public claims of virtue: is a good act being offered as relevant evidence, or as exemption from scrutiny? That application requires its own evidence.
Where the term stops
A good deed does not prove that later conduct is hypocritical, and a mixed record is not by itself evidence of licensing. People also strive for consistency with their values. Look for the actual justificatory link between the earlier virtue and the permission claimed for the present choice.
An illustrative example
Fictional teaching scenario: A volunteer who regularly stays late takes shared supplies home without asking. When questioned, they say their many unpaid hours mean the rule should not apply to them. The extra work deserves recognition, but it is being used to excuse a separate action rather than to resolve whether that action was authorized.
Questions to ask
Is the earlier good action relevant to this decision or being used to excuse it?
Would the same standard apply without that record of virtue?
A useful next step
Recognize the earlier contribution on its own terms, then assess the present action under the applicable standard. Ask what authorizes the exception and whether it would be available to others. Avoid treating virtue as either innocence or guilt.
Sources and context
Distorted by Jim Detjen — Chapter 3, ‘Field Guide · Six Red Flags’; The Glossary of Fog, ‘Moral Licensing.’
Acknowledgment. Jim Detjen credits Shelby Steele, a former senior fellow at Stanford University’s Hoover Institution, with inspiring his use of “poetic truth” in Distorted.
In Distorted, a story or narrative frame that carries emotional, moral, or symbolic meaning. It can help people interpret experience; the danger arises when its resonance substitutes for evidence or makes factual correction feel like a betrayal.
How it works
A story connects an event with identity, purpose, or a moral. That connection can help people endure a loss or imagine a better future. It can also allow a satisfying interpretation to survive contradictory evidence. Chapter 3 preserves both possibilities: meaning-making can be healthy, while a story becomes distorting when it prevents correction or demands obedience. The glossary's sharper phrase, quoted below, describes that harmful edge. It should not be read as a claim that narrative, metaphor, or emotional meaning is inherently false.
Where the term stops
A parable need not be a historical report to communicate meaning. A hopeful account of a setback need not deny the setback. Distinguish an acknowledged metaphor or personal interpretation from a factual claim that asks to be accepted because its moral message feels right.
An illustrative example
Fictional teaching scenario: After an unsuccessful community project, volunteers say the experience brought them closer. That may accurately express what it meant to them. If organizers then use the same story to dismiss questions about unaccounted spending, a meaningful interpretation has begun doing a different job: shielding a factual claim from examination.
Questions to ask
Does this story add meaning to the evidence or replace it?
What evidence would require the factual part of this story to change?
A useful next step
Separate the account into facts, interpretations, and hopes. Preserve the meaning people find while checking its factual claims. Use Chapter 3's three moves: check what could disconfirm the story, compare alternatives, and calibrate the conclusion.
Sources and context
Distorted by Jim Detjen — Chapter 3, ‘Poetic Truth,’ ‘When Poetic Truth Turns Toxic,’ and ‘Practical Toolkit · The 3Cs’; The Glossary of Fog, ‘Poetic Truth.’
Shelby Steele: The Exploitation of Trayvon MartinSteele explains his use of poetic truth in this Hoover Institution essay. Included as a primary source for his treatment of the idea; Jim Detjen credits Steele’s writing as an inspiration for Distorted.
In Distorted, the use of philanthropy or other respected associations to make unresolved conduct seem redeemed. A good act supplies reputational credit that is presented, or accepted, as an answer to a separate criticism.
How it works
A donation, sponsorship or public partnership associates an organization with people and causes the audience values. That association can then redirect discussion away from the conduct under scrutiny. The interpretive question is whether the good work is being used to close a different account: fair treatment, truthful reporting or repair of an identified harm. The donation may genuinely help its recipients while still leaving the original responsibility entirely unresolved. Both facts deserve independent assessment.
Where the term stops
Philanthropy does not become suspect simply because a donor has faced criticism. Public recognition can be appropriate, and mixed motives are common. The concern requires evidence that charitable work or prestigious association is being offered as a substitute for answering the substantive issue.
An illustrative example
Fictional teaching scenario: A company funds a local arts center while employees seek correction of documented payroll errors. Asked when those errors will be fixed, its spokesperson points to the donation as proof that the company cares about the community. The arts center benefits, but the spokesperson has not answered the payroll question.
Questions to ask
What specific criticism is the good deed being offered to answer?
Has the underlying conduct changed or the identified harm been repaired?
Can I assess the benefit and the unresolved responsibility separately?
A useful next step
Acknowledge the actual benefit, then return to the outstanding claim and the evidence needed to resolve it. Avoid treating generosity as proof of innocence or criticism as proof that generosity is fraudulent. Keep each conclusion attached to its own record.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Reputation Laundering; Chapter 12, The Moral Myth of Mercy.
A presentation of information that selects emphasis, interpretation, or context to influence how an audience understands it. Spin can use accurate facts while encouraging a conclusion that a fuller account would complicate.
How it works
A report can foreground a favorable percentage, omit the comparison period, or describe a setback through the promise of future improvement. The audience receives an interpretation before it has examined the underlying event. In Distorted, the useful task is translation: put the polished wording beside the practical change it describes. Check what is included, what is absent, and whether the conclusion survives a different but relevant comparison. This does not require assuming that every favorable presentation is dishonest.
Where the term stops
Every account selects details; a perspective is not automatically deceptive. An openly argued interpretation that preserves important facts and acknowledges limitations is different from a presentation that conceals material context. Identify the omission or misleading inference rather than treating an unwelcome emphasis as proof of dishonesty.
An illustrative example
Fictional teaching scenario: A club announces that membership is growing faster than ever because it added twenty members this month. It omits that forty members left during the same period. The new members are real. The misleading impression comes from presenting additions as if they described the change in total membership.
Questions to ask
Which relevant comparison or fact is missing?
Does the conclusion still hold when the full period and total are visible?
A useful next step
Restate the claim in plain language, then add the missing denominator, timeframe, or outcome. Compare the presentation with its underlying record. Ask for clarification of the gap before drawing conclusions about the speaker's intent or credibility.
Merriam-Webster: spinThe relevant noun sense concerns a viewpoint, emphasis, or interpretation presented to influence opinion. The membership example is original and fictional.
In Distorted, an appearance of openness created through selective disclosure. Information is made visible in ways that invite confidence while leaving the decisive evidence, limitations or decision process difficult to examine.
How it works
A dashboard can display impressive totals without definitions, a report can publish favorable measures while omitting material exclusions, and a document release can be too poorly organized to answer the question at issue. The appearance of access then does work the information cannot support. This lens asks whether disclosure enables a reader to check the claim, understand its limits and trace responsibility. The amount published matters less than whether the relevant reasoning can actually be examined.
Where the term stops
Every disclosure involves selection, and privacy or security can justify withholding details. Summaries also make information usable. Selection becomes a concern when the resulting impression is misleading. Look for clearly stated scope, explained exclusions and appropriate ways to verify restricted material.
An illustrative example
Fictional teaching scenario: A service provider publishes a dashboard showing 99 percent of requests completed. Its launch page calls this full transparency. The dashboard does not define completion or show that requests closed without a reply count as complete. Once that rule is disclosed, readers can assess the number very differently.
Questions to ask
Does this disclosure let me test the main claim?
Which definitions, exclusions or source records are missing?
Is the reason for withholding information specific and open to appropriate review?
A useful next step
Start with one claim the disclosure is supposed to support. Ask for its definition, scope and underlying evidence. Record material gaps without assuming every omission is deliberate, and assess any offered explanation against the decision you need to make.
Sources and context
Distorted by Jim Detjen — The Glossary of Fog: Synthetic Transparency and Transparency Theater; Chapter 5, The Funhouse Archive.
These concepts support the explanations and guides. They are not standalone entries in the book's 68-entry glossary.
Authority bias
Belief
Related concept
Giving a claim more weight than its evidence warrants because it comes from someone perceived as authoritative. The error lies in treating rank, reputation, or confidence as sufficient support for a particular conclusion.
Explore this term: Authority bias
How it works
A title or institutional affiliation can influence how a message is received before its reasoning is considered. Research on source credibility examines this influence; research on obedience examines a related but different question about following instructions. Neither makes expertise inherently suspect. In Distorted, the practical concern is an appeal to authority that ends inquiry instead of explaining the grounds for a claim. Check whether the person's expertise fits the specific question and whether the supporting evidence can withstand independent examination.
Where the term stops
Relying on relevant expertise is often reasonable, especially when evaluating specialist evidence directly is difficult. Consensus among qualified researchers is not merely a popularity contest. The problem is unearned deference: accepting a claim outside someone's competence, or treating status as protection from reasonable questions and correction.
An illustrative example
Fictional teaching scenario: A respected architect tells a volunteer group that a fundraising platform is secure. Members approve it without asking about data protection because the architect has designed several admired buildings. Their architectural achievements are real, but the group has not established relevant expertise or independent evidence for the platform's security claim.
Questions to ask
What expertise does this person have on this specific question?
What evidence supports the claim independently of the person's status?
A useful next step
Identify the precise claim and the expertise needed to assess it. Ask for supporting evidence and examine relevant independent expertise. Treat a credible source as a reason to listen carefully, while keeping the conclusion open to correction.
Sources and context
Distorted by Jim Detjen — Chapter 1, ‘The Psychology of Fog’; Chapter 2, ‘The Toolkit of Manipulation’; Chapter 3, ‘Why We Believe the Beautiful Lie.’
Milgram (1963): Behavioral Study of ObedienceOriginal experimental report hosted by MIT. It examines obedience under particular laboratory conditions, a distinction from judging whether an authoritative claim is true.
Overreliance on an automated recommendation or signal that displaces appropriate checking of other evidence. It can mean following incorrect guidance or failing to notice a problem because a system has not flagged it.
Explore this term: Automation bias
How it works
A decision aid can become the practical stopping point for inquiry. The user accepts its recommendation without checking a conflicting record, or interprets the absence of an alert as evidence that nothing needs attention. Research distinguishes errors of commission, where someone follows incorrect advice, from errors of omission, where a missing alert helps a problem go unnoticed. The issue is how human judgment interacts with the tool, including which evidence remains available and whether anyone examines it.
Where the term stops
Reliance on a tested system can be reasonable, and automation can improve overall performance. Agreement with a machine is not automatically bias. The question is whether confidence matches the tool's demonstrated reliability for this task and whether relevant conflicting evidence receives appropriate attention.
An illustrative example
Fictional teaching scenario: A warehouse dashboard marks an order ready to ship. The packer notices a missing item on the printed checklist but assumes the software must be right and dispatches the box. In another order, no warning appears, so the missing item is never checked. The two errors arise through different routes.
Questions to ask
What evidence would make me override this recommendation?
Does no alert mean no problem, or only no problem detected?
Who is responsible for checking the tool's output in this situation?
A useful next step
Identify the checks that matter before accepting the recommendation. Compare important outputs with independent evidence, investigate contradictions and make responsibility explicit. Use the tool's known strengths and limitations to set the checking effort, rather than treating its confidence as a guarantee.
Sources and context
Distorted by Jim Detjen — Chapter 20, Hallucinations as Machine Gaslighting and The Psychology of Machine Authority.
The tendency for a repeated statement to be judged more truthful than an otherwise comparable new statement. Familiarity and ease of processing can influence the judgment, even though repetition supplies no new evidence that a claim is correct.
Explore this term: Illusory truth effect
How it works
A claim becomes easier to process after prior exposure, and that fluency can be mistaken for a sign of truth. Experiments have found that repetition can influence truth judgments even when participants possess relevant knowledge. This is a tendency observed under studied conditions, not a guarantee that repetition overcomes every correction or prior belief. Distorted connects it to slogans that become familiar enough to feel like common sense. The practical distinction is between having encountered a claim and having checked its support.
Where the term stops
Repeated claims can be true, and repeated teaching can convey sound information. The effect does not establish that a familiar statement is false or that everyone will believe it. Nor do many repetitions establish independent corroboration when they all trace back to the same original assertion.
An illustrative example
Fictional teaching scenario: A resident repeatedly sees posts claiming that a local bridge will close permanently. Each post copies the same unsourced message. A week later, the resident remembers the closure as something widely confirmed. The growing familiarity has supplied a feeling of support while the number of independent sources has remained unchanged.
Questions to ask
Do I recognize this claim because I verified it or because I have seen it often?
How many independent sources support the underlying assertion?
A useful next step
Trace the familiar statement to its earliest available source and check the evidence there. Count independent corroboration rather than repeated appearances. When correcting an error, state the supported account clearly and explain the evidence that establishes it.
A response to an accusation that redirects attention toward someone else's alleged wrongdoing, often implying that the original criticism should therefore be dismissed. The counteraccusation may be true without answering the first claim.
Explore this term: Whataboutism
How it works
The question changes from whether a specific action occurred or was justified to whether the critic, or another party, is also at fault. That second question can be worth investigating, but it does not logically settle the first. Distorted identifies the maneuver as changing the subject while appearing to address it. To assess an exchange, follow the original claim through the response: does the comparison supply relevant evidence, or does it chiefly remove pressure to answer what was asked?
Where the term stops
Comparison is not automatically deflection. A relevant parallel can reveal inconsistent standards or missing context. The distinction is whether both cases remain open to examination. Calling every challenge to consistency whataboutism can itself become a way of avoiding legitimate scrutiny.
An illustrative example
Fictional teaching scenario: A resident asks why a neighborhood committee spent money without the required vote. The chair replies that the previous committee wasted money on decorations. That earlier spending may deserve review. It does not establish whether the current purchase was authorized, and the resident's original question remains unanswered after the reply.
Questions to ask
How does this comparison answer the original factual question?
Can we apply the same standard to both cases and examine each one?
A useful next step
Acknowledge a relevant second concern and give it its own place for review. Then return to the original question in specific terms. Apply the same evidentiary standard to both claims without letting either cancel the other.
Sources and context
Distorted by Jim Detjen — Chapter 2, ‘The Toolkit of Manipulation’; The Glossary of Fog, ‘Deflection Strategy’ cross-reference.
Merriam-Webster: whataboutismDefines responding to an accusation by invoking comparable or worse wrongdoing by another party.
Merriam-Webster: What about ‘whataboutism’?Explains the reversal of accusation and its relationship to tu quoque; supports the distinction between an accusation's truth and the accuser's conduct.
A word becomes useful when we can examine the pattern, recognize its limits, and test our own interpretation.
01When is it actually gaslighting?A disagreement, a lie, and the erosion of self-trust require different descriptions.
Two people remember a meeting differently. One finds an email supporting their account. The other reads it, acknowledges the mistake, and corrects the plan. Something went wrong, but the disagreement remained answerable to evidence. Calling the exchange gaslighting would obscure the distinction that matters.
Now imagine a different pattern. Each time the record contradicts a manager, the manager changes the explanation, challenges the employee's capacity to remember, and insists that future accounts must come through the manager. Here the problem extends beyond a disputed deadline. The employee is being pressed to distrust their own ability to establish what happened.
These are teaching scenarios. Their value lies in comparing the conduct, not diagnosing the people. Distorted gives gaslighting a compact definition: “The systematic erosion of trust in one’s perception: deny, reframe, repeat.” Chapter 28 then protects that definition from becoming a label for every unwelcome exchange.
Establish what is being contested
Start with the claim. Is the dispute about an observable event, an interpretation, a feeling, an intention, or a preferred outcome? “The deadline changed” and “the change felt dismissive” are different statements. Evidence relevant to one may not resolve the other. A precise account can make room for both without pretending they are interchangeable.
Look at the sequence
Examine what happens when a contradiction is identified. Does the person check the record? Acknowledge uncertainty? Explain a revision? Or does the standard keep moving while the other person's credibility becomes the subject? A repeated pattern of undermining self-trust carries a different significance from an error that can be corrected.
Keep observations separate from conclusions. A dated record of exact words is more useful than a list of labels. Preserve context and acknowledge gaps: a screenshot may show one part of a conversation, and a contemporaneous note still reflects the perspective of its writer.
Keep the account open to correction
Ask what could weaken your interpretation. An earlier message, a misunderstanding about terms, or a correction you missed may matter. Evidence of an innocent explanation deserves examination; evidence of repeated manipulation deserves an accurate name. Neither politeness nor confidence settles the issue.
The practical aim is a description that holds up when examined: what was said, what the record shows, how the response changed, and what remains uncertain. Precision gives people language they can use without exhausting the meaning of the word.
02When a story becomes evidenceDoes this story add meaning—or replace evidence?
“We learned a great deal” can be an honest account of a difficult project. It can also become a convenient answer to a different question: did the project accomplish what was promised? Learning and performance are both worth discussing. One does not establish the other.
Chapter 3 of Distorted explores this territory through poetic truth. Stories give experience coherence. They help people interpret disappointment, express values, and imagine a future. A metaphor need not be a measurement to be useful. Trouble begins when the meaning of a story is treated as sufficient proof of its factual claims.
Acknowledgment. Jim Detjen credits Shelby Steele, a former senior fellow at Stanford University’s Hoover Institution, with inspiring his use of “poetic truth” in Distorted.
The glossary names that danger sharply: “The story that feels right but falsifies reality. The lyric that replaces the ledger.” The chapter supplies the necessary distinction: meaning-making can be healthy, while a story that blocks correction can become coercive.
Separate the layers
Consider the fictional statement, “The program brought our community together, so it was a success.” There may be an observable change in participation. There may also be a judgment that shared experience mattered more than another outcome. Both can be stated clearly. The problem arises if a feeling of unity quietly answers an unexamined question about cost, access, or the program's original purpose.
Identify the factual claim, the interpretation attached to it, the value being expressed, and the emotional response. These layers can support one another, but they carry different kinds of authority. A moving story about one participant establishes something about that account; it does not by itself establish what happened to everyone.
Apply the three Cs
Check. Name evidence that could disconfirm the factual claim. If no evidence could count against it, flag the claim as insulated from testing. Keep that problem distinct from a value, aspiration, or acknowledged metaphor.
Compare. Consider another explanation that fits the same observations. Participation may have risen because people valued the program, because alternatives disappeared, or for several reasons together.
Calibrate. State the smallest conclusion the evidence supports. “Several participants described a stronger sense of connection” may be warranted where “the program transformed the community” is not yet established.
Apply the test to a story you like
A favored narrative deserves the same examination as an unwelcome one. Ask whether you would accept the same evidence, omissions, or reasoning from someone whose conclusion you opposed. This is often where the inquiry becomes useful—and a little less comfortable.
Preserving meaning does not require protecting every claim wrapped around it. A story can remain valuable after its factual account becomes smaller, more qualified, or more accurate.
03How institutions shape what we hearFollowing information from the first observation to the final statement.
A public statement is often the result of several decisions. Someone gathers the information. Someone determines its scope. Others check wording, resolve disagreements, decide what may be disclosed, and choose when to speak. Each step can improve an account. Each can also change what an audience is able to see.
“The Sound of Authority,” an interlude in Distorted, asks readers to notice that process. It draws an interpretive distinction between an account of institutional coordination and a claim of deception. Following a process does not establish that a statement is complete; the existence of a process does not establish that it is dishonest.
Follow the information through the decisions
Imagine a fictional organization reviewing service delays. The working analysis includes three sites: two improved, while the third became substantially slower. A draft describes the differences. The final announcement reports only an overall average and says service is improving.
The average might be mathematically correct. Whether the announcement misleads depends on its wording, the importance of the omitted variation, and the conclusion readers are being invited to draw. Identifying the missing site-level results gives the inquiry something concrete to examine. Speculating about what every person in the approval chain secretly intended does not.
Ask what the public statement establishes
Scope: Which locations, people, periods, or outcomes are included?
Evidence: What can a reader inspect, and what remains summarized or unavailable?
Disagreement: Were significant competing interpretations resolved, recorded, or omitted?
Responsibility: Who made the decision, and who can answer a specific question about it?
Revision: What would prompt an update, and how would readers learn that the account changed?
Distinguish necessary limits from misleading omissions
Privacy, security, and the practical need for concise communication can justify limits. An institution can explain those limits, state the scope of a summary, and make appropriate verification possible without publishing every record. The useful question is whether the account gives a proportionate view of what is known.
An announced review also deserves a precise reading. Its existence establishes that a review has been announced. Findings, remedies, and evidence of changed behavior are separate developments. Keeping those stages distinct makes it easier to recognize both meaningful accountability and its performance.
This approach can be applied to a workplace report, an institutional inquiry, or a public briefing. Follow the claim, identify what the process changed, and ask whether the final impression survives contact with the underlying evidence.
Worked examples show how a confident claim becomes a question precise enough to examine. Both scenarios are fictional.
Keep a claim recordPreserve the wording. Identify the evidence. Keep the conclusion proportionate.
Illustrative scenario: a service provider announces, “Our new system cut waiting times in half.” Its published figures show a fall in average call-answering time from eight minutes to four.
Exact claim
“Our new system cut waiting times in half.” Save the original announcement, its source, and its date before paraphrasing it.
Evidence present
The reported average call-answering time is 50% lower. The figures describe how long callers waited for an answer, not necessarily how long resolution took.
What is missing
The comparison periods, number of calls, treatment of abandoned calls, distribution of waits, and whether measurement stayed consistent.
Competing explanation
Staffing or call volume may have changed alongside the system. An improvement occurring after a change does not, by itself, establish that the change caused it.
Proportionate conclusion
The provider reports a lower average time to answer. Whether customers receive faster resolution, and what caused the change, remain open.
What would change it
Consistent before-and-after records, comparable call volumes, resolution times, and an explanation of other operational changes.
Use these six fields with a claim of your own. Date later additions so the record shows what you knew then and what you learned afterward.
Compare two storiesCheck, compare, and calibrate before a persuasive explanation becomes the only one.
Illustrative scenario: an organization doubles attendance at an event after making it free. One announcement calls this proof of growing public trust. A critic calls it proof that people only want something for nothing.
Shared observation
Recorded attendance doubled after the price changed. Both stories begin with the same reported event.
First interpretation
More people came because trust increased. Attendance alone does not establish this explanation.
Second interpretation
People attended only because it was free. This also makes a claim about motives that attendance alone cannot settle.
Check
Confirm comparable attendance counts, venue capacity, dates, promotion, and registration rules. Identify what would weaken each explanation.
Compare
Consider reduced financial barriers, a more convenient time, a different program, greater awareness, and increased trust. Several explanations may operate together.
Calibrate
“Attendance doubled after admission became free” is supported if the records hold. The reasons for attending require additional evidence.
Try the exercise with an explanation you already favor. The test is whether you ask comparable questions when a story supports your own view.
The THNK Dictionary reproduces all 68 entries from The Glossary of Fog in Distorted by Jim Detjen, preserving their exact names and definitions. Selected entries include longer explanations, distinctions, and practical questions.
Book definitions and added context
Book definition identifies the exact wording of The Glossary of Fog. Expanded explanations, examples, and questions add THNK editorial context. Four related concepts appear separately; they are not standalone entries in the book's glossary.
Evidence and interpretation
The book's definitions express its interpretive perspective. Chapter and external references support the expanded discussions and explain their scope. The examples are original fictional teaching scenarios. Topic categories help readers browse; cross-references link to entries available on this page. Applying a term to a real person or institution still requires evidence.
Keep the inquiry open
Use the boundaries and questions to test an interpretation, including your own. For deeper essays, visit The Journal. For developments followed over time, visit The Standing Brief.
Corrections and questions
If a definition, source, or distinction needs attention, contact Think First with the term, the passage in question, and supporting evidence.
Think First · Dictionary · 68 glossary entries · 4 related concepts
