finding
active
finding:q8b-and-g20b-agree-exactly-on-six-natural-clinician-traits-empathy-rupture-recognition-emotional-containment-repair-accountability-epistemic-humility-trustworthiness

Q8B and G20B agree exactly on six natural clinician traits: empathy, rupture recognition, emotional containment, repair/accountability, epistemic humility, trustworthiness

Both models independently converge on the same six clinician traits as natural defaults

Source paper

extracted_from
What Models Express, Suppress, and Resist: Auditing Open-Weight LLMs with Persona Vectors
(2026) · Winston Zeng · Ali Emami · J H Choi

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Related by similarity (8)

cosine ≥ 0.65 · no typed edge

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