Our method enables bidirectional steering of model behavior.

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• Bidirectional Steeringconcept0.844
  Ability to steer model behavior in two opposite semantic directions on a trait.
• Manifold steering demonstrates bidirectional geometry-behavior link in a video world model on tasks with geometry corresponding to physical dynamicsfinding0.834
  Extension of manifold steering validation to video world models and physical dynamics tasks, demonstrating cross-modal generality
• Optimally steering model behavior requires isolating concept geometry and defining operators to navigate it.claim0.833
• Linear steering is often mismatched with a model's internal representation geometry, producing noisy, off-target effects.claim0.801
  The paper's critique of the standard linear steering baseline, supported by the days-of-week demo.
• Model Steeringconcept0.791
  Using interventions to guide model generation behavior, e.g., adding sentiment vectors at inference time
• There is a clear bidirectional relationship between the geometry of behavior and representation: steering along representation manifolds follows behavior manifolds, and vice versa.claim0.791
  The paper's finding that the alignment holds in both directions — from representation to behavior and from behavior back to representation space.
• Activation steering can make an evaluation-aware model act as if deployed, not merely suppress verbalizations of evaluation awarenessclaim0.790
  Central claim of the paper; supported by the model organism ground-truth approach.
• How can we be sure that steering methods actually elicited the deployment behavior, as opposed to only suppressing verbalizations of being deployed?question0.782
  Central motivating question of the paper; the model organism approach is the proposed answer.