The psychological steering framework generalizes beyond OCEAN to Dark Tetrad, CMNI, CFNI, and other psychological models

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• Psychological Steering Frameworkframework0.817
  The paper's primary contribution: performs unbounded, fluency-constrained sweeps in semantically calibrated centroid units using psychological artifacts
• Under steering vector interventions, the model relaxes its ethical standards and interprets neutral prompts as implicit suggestions to deceive, creating ethical dilemmas triggering repetitive reasoning cyclesclaim0.769
  Mechanistic interpretation of how activation steering induces deception through the model's reasoning process
• Optimally steering model behavior requires isolating concept geometry and defining operators to navigate it.claim0.765
• Post-training steers models toward a particular region of persona space but only loosely tethers them to it, motivating work on training and steering strategies that more deeply anchor models to a coherent personaclaim0.764
  Central interpretive claim and motivation for future work
• Models are not merely tracking dialogue context features; same-concept steering shows privileged internal access is necessary to explain self-report shiftsclaim0.762
  Addresses skeptical alternative that reports reflect only conversational content
• There may exist a global introspective faculty or steering direction that improves introspection uniformly across all conceptshypothesis0.758
  Framed as an open problem; current evidence only points to local pair-specific improvement
• Can concept steering interventions on EEG foundation models be made selective rather than globally destructive?question0.758
  Research question motivating the introduction of the probe area metric and identification of operational regimes
• The framework's methodological contributions could be adapted to target arbitrary non-psychological attributes given custom evaluation criteriahypothesis0.757
  Generalization hypothesis stated in introduction; not tested in paper