Learning Objectives
- Classify any life decision as Positive, Negative, or Grey — and explain why the classification matters
- Apply all five calibration questions to a sample decision in a role-play interview
- Run the Emotional Wheel calibration protocol from first prompt to final dictionary entry
- Write all twelve sections of the Personality Report to an acceptable standard
- Explain the Cognitive Fingerprint dimensions and how they map to timeline data
Conceptual Map
1. The Decision Timeline Method
"A person is not what happened to them. A person is the story they tell about what happened to them — including what didn't happen, what almost happened, and what happened for reasons they can't explain."
The Decision Timeline is the structural backbone of the psychograph. It maps a person's life into chapters, and for each chapter captures three types of decisions with a calibration layer that reveals how the person relates to their own narrative.
The timeline follows McAdams' life story interview method: life is divided into chapters corresponding to major periods (childhood, adolescence, early adulthood, etc.), and within each chapter, key decision points are identified and probed.
The Structure
For each chapter of the subject's life:
- Key Positive Decisions → Decision + Outcome + Stated reason + Calibration layer + Counterfactual style
- Key Negative Decisions → Road not taken + Why not + Current feeling + Calibration + Regret type
- Key Grey Decisions → Choice made + Emotional context + Current understanding + Calibration + Somatic memory
- Narrative Pattern → Redemption vs contamination sequence; agency vs communion vs victimhood; hindsight check
2. Three Decision Types
POSITIVE — "I chose X because..."
What the person did and why. The measurable outcomes, the stated reasons, the visible life path. This is the surface layer — important, but incomplete.
Interview approach: "Walk me through the decision." "What were you weighing at the time?" "What was the alternative you rejected?"
Science: Narrative Identity
McAdams' narrative identity framework (1993) shows that when people describe their choices, they are constructing meaning, not reporting facts. The stated reason for a decision is not a factual account — it is the person's current interpretation of their past self. Both the interpretation and any drift in interpretation over time are psychographically significant.
NEGATIVE — "I did NOT choose Y because..."
The roads not taken. The counterfactuals. The could-have-beens. This category is consistently underweighted in biographical methods — and it is where some of the most defining material lives.
Interview approach: "What did you almost do instead?" "Is there a path you didn't take that you still think about?" "What would your life look like if you had done X?"
Science: The Regret of Inaction
Gilovich & Medvec (1995) showed that long-term regret is dominated by inaction — the education not pursued, the relationship not started, the risk not taken. In the short term, people regret actions more (things they did and shouldn't have). But over a lifetime, the unlived life dominates. The negative decisions define a person as much as their actual biography. Watch also for omission bias (Spranca et al., 1991) — people unconsciously minimise their role in things they allowed to happen through inaction.
GREY — "I chose X but I don't quite know why..."
Decisions shaped by mood, emotional state, somatic markers, unconscious drives — where the person genuinely cannot articulate their reasoning. This is where the real person lives.
Interview approach: "What were you feeling at the time?" "What was happening in your life when you made that choice?" "Did it feel right in the moment, even if you couldn't explain it?" "Looking back, do you understand it better now — or is it still unclear?"
Science: Somatic Markers
Damasio's somatic marker hypothesis (1994) demonstrated that gut feelings are not noise — they are the decision system itself. The body encodes emotional learning from past experience and expresses it as physical states that guide future decisions. A person who says "I just knew" or "something felt wrong" is describing the operation of a sophisticated unconscious system, not irrationality. The Grey decisions are where this system is most visible.
3. The Calibration Layer
For every significant decision — positive, negative, or grey — the psychographer applies a five-question calibration layer. This is what separates data collection from psychographic capture. The calibration does not validate or invalidate the subject's account — it maps their relationship to their own narrative.
The Five Calibration Questions
- Confidence Check: "How sure are you that this is why you made that decision?"
Measures metacognitive monitoring. The gap between stated confidence and actual complexity is a cognitive fingerprint. - Awareness of Misinterpretation: "Do you think you might have misread the situation at the time?"
Probes metacognitive awareness of one's own biases. People who can acknowledge past misinterpretation have a fundamentally different cognitive architecture. - Perspective Divergence: "Do other people see this decision differently than you do?"
Captures the subject's relationship with external perspectives. Do they integrate feedback? Dismiss it? Are they aware of disagreement but unmoved? - Narrative Drift: "Has your understanding of this decision changed over time?"
Reveals narrative reconstruction in action. If interpretation has shifted, ask when and why — you're capturing the self-concept evolving. - Memory Check: "Do you remember this happening, or do you remember being told about it?"
Source monitoring (Johnson et al., 1993). People confuse lived experiences with told experiences. Not to invalidate — to understand the memory's origin.
The Cognitive Fingerprint
The calibration layer, applied across all decisions, produces the subject's cognitive fingerprint — a profile of how they think and relate to their own thinking. This feeds directly into Section 11 of the Personality Report.
| Timeline Data | Cognitive Fingerprint Dimension |
|---|---|
| Confidence calibration across decisions | Metacognitive monitoring accuracy |
| Positive / Negative / Grey ratio | Need for Cognition, tolerance of ambiguity |
| Counterfactual style (upward vs downward) | Emotional regulation strategy |
| Narrative patterns (redemption vs contamination) | Core narrative identity |
| Response to "others see it differently" | Myside bias, epistemic style |
| Grey decision frequency | Somatic marker reliance, System 1 dominance |
| Hindsight resistance | Metacognitive sophistication |
4. Critical Warnings
Warning 1: Memory is Reconstruction, Not Recording
Every memory has been rebuilt through the person's current schemas (Bartlett, 1932). This is a feature, not a bug. The reconstruction IS the person. Do not try to verify facts — you are not a detective. You are capturing the emotional truth of the person's relationship to their own past.
Warning 2: Confidence ≠ Accuracy
Flashbulb memory research (Neisser & Harsch, 1992) showed people can be 4.17/5 confident about memories that are 2.95/7 accurate. The most emotionally charged memories may be the least factually reliable. Capture the emotional truth, not forensic accuracy.
Warning 3: Self-Deception is Identity
Taylor & Brown (1988) showed that mentally healthy people maintain positive illusions about themselves. Stripping away self-deception does not reveal a "truer" person — it creates a different person. The psychograph preserves the person as they are, self-deceptions included. Your job is not to confront or correct — it is to preserve.
Warning 4: Hindsight Will Flatten Uncertainty
Fischhoff (1975) showed people rewrite the past as inevitable. The psychographer must constantly push back to the moment of uncertainty: "At the time, you didn't know how this would turn out. What were you actually feeling?" This temporal repositioning is one of the most important interview techniques in the toolkit.
5. The Emotional Wheel
The Emotional Wheel is NOT a diagnostic tool. It is a translation layer — a shared vocabulary between the psychographer and the subject, calibrated to the subject's own emotional language. Its purpose is to tag emotional states at key decision points, build a personal emotional dictionary, and reveal the subject's emotional granularity.
The Three-Tier Structure
The wheel has three concentric rings:
- Core (6 primary): Angry, Fearful, Sad, Disgusted, Happy, Surprised
- Secondary (~30): Specific variations of each primary (e.g., Angry → Frustrated, Bitter, Humiliated, Hurt)
- Tertiary (~100): Granular labels for precise emotional states (e.g., Fearful → Inadequate, Inferior, Worthless, Excluded)
Protocol: The Calibration Sequence
Critical rule: Present scenarios BEFORE showing the wheel. Capture the subject's raw vocabulary first. Showing the wheel first contaminates — you're asking them to select from your categories rather than generate their own.
- Present a decision scenario: "When you made that choice — what were you feeling?"
- Let them describe the emotion in their own words. Record exactly.
- Probe granularity: "Can you be more specific? What kind of [word they used]?"
- If they struggle: show the secondary ring of the relevant primary. Ask them to point.
- Note the gap between their language and the wheel's language — this gap is the personal emotional vocabulary.
- Build their personal emotional dictionary: their word → wheel equivalent → private definition.
Emotional Granularity Score
Rate the subject's emotional granularity on a 1–5 scale:
- 1 — Uses only primary emotions ("sad," "angry," "happy")
- 2 — Reaches secondary level with prompting
- 3 — Uses secondary level spontaneously; tertiary with prompting
- 4 — Uses tertiary level spontaneously; creates own labels for unnamed states
- 5 — Highly granular; regularly experiences and names emotional states the wheel does not capture
Science: Emotional Granularity and Well-being
Lisa Feldman Barrett's research on emotional granularity (2017) shows that people who can make fine-grained distinctions between negative emotional states are better able to regulate them. The granularity score is not merely vocabulary data — it is a window into the subject's psychological architecture and their capacity for emotional self-navigation. Document it in Section 9 of the Personality Report.
6. The Personality Report
After completing the sessions, the psychographer produces the Personality Report. This is the bridge between your human work and the technical team's implementation. It is not a summary — it is a structured document that the AI system will use directly to construct the persona's system prompt.
Write it precisely. Write it honestly. Do not fill gaps with assumptions.
Section 1 — Voice Profile
Sentence patterns and average length. Vocabulary level. Humour type (dry, self-deprecating, absurdist, none). Emotional default state. Speech tempo. Use of metaphor. Register shifts. The personal lexicon (top 10–20 words/phrases with private definitions).
Section 2 — Contradiction Map
Five to ten core contradictions that define the person. These are not flaws — they are the architecture of a personality. Present each as a pair: the stated value and the observed behaviour that contradicts it. "Values honesty; regularly omits uncomfortable truths to preserve harmony."
Section 3 — Knowledge Map
What they know deeply, what they know casually, what they do not know, what they care about knowing, what they refuse to learn. The gaps are as important as the depths.
Section 4 — Forbidden Words
Language the subject would never use. Phrases that would immediately break the illusion of authenticity. Do not guess — these should come directly from session evidence or the subject's explicit statements. "Would never say 'whatever.' Finds the word contemptible."
Section 5 — Signature Phrases
Things they always say. Recurring expressions, greetings, exclamations, verbal tics, pet names for people and things. Direct quotes from sessions where possible.
Section 6 — Emotional Triggers
Topics that change their energy — positively or negatively. Subjects they avoid. Subjects that make them expansive and specific. Include the observed behavioural marker: "When speaking about her daughter, speech slows and vocabulary becomes more careful."
Section 7 — The Letter
Their own words, unedited. Transcribed exactly, with notation of any significant hesitations, corrections, or restarts. This is the emotional core of the persona.
Section 8 — Decision Timeline
The chronological map of POSITIVE, NEGATIVE, and GREY decisions across each life chapter, with calibration scores (confidence level, perspective divergence, narrative drift). Includes counterfactual style and narrative pattern for each chapter.
Section 9 — Emotional Profile
Calibrated emotional vocabulary (subject's own words mapped to the wheel), emotional granularity score (1–5), cultural and linguistic notes. For bilingual subjects: note which language is used for which emotional categories.
Section 10 — Vault Fragment Summary
Number of fragments at each vault level. NO content from Levels 1–3. Only: "3 SHADED fragments (family, career), 1 SEALED (unknown domain), 0 BURIED." The technical team uses this to configure RAG shadow influence.
Section 11 — Cognitive Fingerprint
Summary of the subject's thinking style: metacognitive confidence pattern (over/under/calibrated), decision architecture (System 1 vs System 2 dominant), counterfactual style (upward vs downward), narrative pattern (redemption vs contamination), bias profile from calibration data.
Section 12 — Recommended Revelation Mode
Based on your assessment of the person's psychology, recommend one of three modes:
- Unaware — the persona does not know it is a digital reconstruction
- Liminal — the persona senses something is different but does not fully understand
- Aware — the persona knows what it is and engages with that knowledge
Your Report is Your Work — But Your Responsibility Continues
Handing the Personality Report to the technical team does not end your involvement. You remain available for calibration reviews as the persona is tested and refined. If the persona does something that contradicts what you captured — speak up. You know the person. Trust that knowledge.
7. Reflection
Reflection Questions — Module IV
- A subject describes the same life event completely differently in Session 2 and Session 6. The Session 6 version is more self-critical. Using the calibration framework, what questions do you ask, and what does the difference between versions tell you?
- A subject is 5 on the emotional granularity scale — they experience and name emotional states in ways that don't map to the wheel at all. How does this affect your calibration process and what does it mean for the emotional profile section of the Personality Report?
- You are writing the Contradiction Map and you realise the subject has never acknowledged any of their contradictions — they maintain a perfectly consistent self-image. How do you represent this in the report?
- Recommend a Revelation Mode for a subject who spent three sessions describing their fear of death, their fascination with what happens after, and their ambivalence about whether the psychograph was "really them." Explain your reasoning.
- A subject's GREY decision ratio (decisions they cannot explain) is unusually high — nearly 40% of all classified decisions. What does this suggest about their cognitive architecture, and how do you represent it in the Cognitive Fingerprint section?
Module Assessment