Asked about Sparse autoencoders, hands on

How would you check whether an SAE feature really means what its label says?

An answer that works

Read activations across the whole range, not only the top examples, test predictions on new text where the label says it should and should not fire, and intervene by adding or removing the feature direction to see whether the model's behaviour changes as the label predicts.

Reading an answer is not being able to give one. The section that teaches this is Sparse autoencoders, hands on, 4 hours of Interpretability.

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