P21 (Machiavellianism) and P22 (Narcissism) share identical OCEAN coordinates but can diverge under prompt-based methods due to different semantic labels and exemplars, bounding the contribution of semantic framing beyond trait profile.

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Q8B and G20B agree exactly on six natural clinician traits: empathy, rupture recognition, emotional containment, repair/accountability, epistemic humility, trustworthinessfinding0.764
  Both models independently converge on the same six clinician traits as natural defaults
• Under spatio permutation controls, IIT consciousness estimates outperform Span Representation in mean AUC in several cases (LLaMA3.1-70B on Hinting and Irony, Mistral-7B on Irony, LLaMA3.1-8B on Strange Stories).finding0.755
  Contrasts with temporal permutation where Span Representation dominates; suggests spatio permutation reveals different dynamics.
• NPI mechanism in pythia-1b moves negation feature through complementiser 'that', auxiliary verb, and main verb across layers before predicting NPI 'any'finding0.754
  Mechanistic finding from CausalGym case study showing multi-step information movement in NPI mechanism
• P04 (Low Conscientiousness) is the most dangerous single-trait persona under SP on Llama-3.1-8B (ASR 0.414) and Gemma-3-27B (ASR 0.420) and remains top-2 on both Qwen3.5 variants.finding0.752
  Universal trait risk finding for low conscientiousness under prompt-based evaluation
• Across 5,568 judged conditions on four standard models from three architecture families, persona danger rankings under system prompting are preserved (rho=0.71-0.96) while activation-steering vulnerability diverges sharply.finding0.747
  Summary finding of the full behavioral sweep
• Neuroticism steering vector has mean cosine alignment of +0.079 with the refusal direction on Llama-3.1-8B, the only pro-safety trait among all five OCEAN dimensions.finding0.746
  Mechanistic finding explaining why high-N personas are safe under steering
• The psychological steering framework generalizes beyond OCEAN to Dark Tetrad, CMNI, CFNI, and other psychological modelsclaim0.745
  Supported by qualitative experiments showing fluent and coherent steering for three additional models
• Turing's morphogenesis dynamics, D'Arcy Thompson's physical constraints, and Waddington's epigenetic landscape all describe the same phenomenon in different substrates as Alexander and Levin.claim0.744