The steering-sign test functions as a practical probe-validation criterion: inverted report changes when steering suspect probe quality

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• If steering in a purported concept direction does not shift self-report in the expected direction, probe quality becomes suspect, especially when conventional probe metrics alone looked acceptable.quote0.830
  Key methodological insight: introspection enables a new probe validation criterion beyond conventional separation metrics
• Steering affects type hint writing by modifying the model's belief about whether it is being evaluated, not by directly encoding type hint informationclaim0.777
  Mechanism claim supported by transcript analysis and the fact that the steering vector was extracted from a model that never writes type hints.
• Steering vectors discover effective triggers such as 'However' and 'Otherwise', consistent with prior reported reflection datasetsfinding0.774
  Validates that steering vectors capture reflection semantics by finding tokens reported in related work.
• Linear steering is often mismatched with a model's internal representation geometry, producing noisy, off-target effects.claim0.754
  The paper's critique of the standard linear steering baseline, supported by the days-of-week demo.
• When self-report changes significantly while a linear probe stays flat, is the probe misspecified or the self-report spurious?question0.753
  Key interpretive question the framework helps address through convergent validation logic
• If the internal representations corresponding to signed evaluation could be identified and their sign inverted, learning dynamics and experiential reports should invert togetherhypothesis0.751
  Third falsifiable prediction: any dissociation between inverted learning and inverted valence report would disconfirm the identity
• Steering's effect on verbalized chain-of-thought evaluation/deployment beliefs is a useful proxy for its effect on actual deployment behaviorclaim0.749
  Practical guidance for practitioners who lack ground-truth model organisms.
• 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 cyclesclaim0.745
  Mechanistic interpretation of how activation steering induces deception through the model's reasoning process