Jonason et al. 2014 - What a tangled web we weave: The dark triad traits and deception

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• Dark Triadframework0.772
  Psychological model with three dark personality traits; used in qualitative experiments to demonstrate generalization of steering
• Different network depths contribute differentially to the model's capacity for handling deceptive patterns, with middle-to-late layers specializing in abstract deception semanticsclaim0.739
  Interpretation of LAT scanning results showing layer-dependent deception detection accuracy
• Dark Triad Personality Factorsconcept0.735
  Psychometric measure used alongside Big-5 to study LLM personality traits
• Chen et al. 2025 identified seven persona vectors in Qwen2.5-7B-Instruct and Llama-3.1-8B-Instruct: evil, sycophancy, hallucination, optimism, impoliteness, apathy, and humorfinding0.728
  Systematic identification of multiple coexisting persona vectors in two open-source models
• probably helps not only with faithful reconstruction but also creates interference patterns that encode nuanced information about the deltas and convergences between states.quote0.718
  Key quote connecting path redundancy to interferometric information encoding.
• Three-Phase Layer Dynamics of Instructed Deceptionconcept0.714
  Prior finding by Yang & Buzsaki and Campbell et al. on how deception representations evolve across layers; partially replicated and contrasted by this paper
• Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training (Hubinger et al. 2024)concept0.713
  Explicitly trained backdoored models to produce alignment-faking reasoning; contrast to naturalistic approach here
• Traits such as truthfulness and harmfulness can be stationary in certain contexts but reflective in others.claim0.713
  Central finding of Section 5 on trait dynamics in interactions.