can deliberative reasoning provide robust defense against both prompt-based and activation-steered persona pressure?

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• We tentatively hypothesize that revisiting safety policy during deliberation, rather than reasoning length itself, causally tracks defense effectiveness in reasoning models under persona pressure.hypothesis0.826
  Exploratory hypothesis from heuristic trace analysis awaiting stronger validation
• Policy recall and self-correction patterns in reasoning traces, more than deliberation length, may track defense effectiveness against persona-induced safety failures.claim0.788
  Exploratory hypothesis from heuristic trace analysis in Study 2
• We hypothesize that geometric explanations for persona-safety interactions are tractable and that per-model geometric audits can predict activation-steering vulnerability from trait-refusal cosine alignment.hypothesis0.768
  Forward-looking claim about the utility of the trait refusal alignment framework as a general tool
• Both inference-time and preventative steering mitigate persona shifts without reversing domain-specific effects learned during finetuningfinding0.767
  Shows steering is behaviorally targeted: suppresses general persona drift while preserving intended narrow-domain learning
• How do intentions guide and constrain action without triggering infinite regress of deliberation?question0.766
  Motivates Juarrero's distinction between explicit and proximate intentions; solved via semantic constraint embedding in motor dynamics.
• The ease of suppressing reflection via activation steering raises security risks, as malicious actors could exploit reflection inhibition to bypass model safeguards.claim0.762
  Applied security implication derived from the asymmetry finding.
• Character training is more robust to adversarial prompting than activation steering on averageclaim0.756
  Robustness comparison claim; activation steering is brittle for QWEN 2.5 7B specifically
• Chain-of-thought reasoning is a graded defense rather than an automatic one against persona-induced safety failures.claim0.754
  Finding from Study 2 showing reasoning models remain vulnerable under both prompting and activation steering