Glossary · Term

steering vector

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Definition

Plain language

A direction in a model's internal state that, when added in, pushes the model toward a particular behavior.

As stated in the literature

A direction in activation space added to the residual stream during inference to bias the model toward a target behavior without retraining.

Also called: steering vectors

Why it matters: It lets people adjust a model's behavior on the fly without expensive retraining, which is useful for both alignment research and red-teaming.

For example, researchers can compute a 'refusal' direction and subtract it from a chatbot's internal state to make it more willing to answer.

Heard on the show

“And a steering vector is the intervention — find the direction that separates the two conditions and push along it to force the behavior.”
Episode 241 — Swapping the Name Did Nothing, But Hedging Moved Every Model

Mentioned in 2 episodes

  1. 241
    Swapping the Name Did Nothing, But Hedging Moved Every Model
  2. 128
    How a Model Can Earn Full Reward and Still Resist Training

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