When Is Rank-1 Steering Cheap? Geometry, Granularity, and Budgeted Search

John T. Robertson, Jianing Zhu, Haris Vikalo +1

Activation steering offers a lightweight way to control LLMs without retraining, but its effectiveness varies sharply across concepts. Prior work often reads this variability as ev…