Look Before You Steer: Geometry Predicts SAE Feature Steerability

Muhammad Khan, Shlok Channawar, Akshaj Gurugubelli +2

Steering with SAE features requires per-feature coefficient tuning, which currently demands intervention sweeps. We ask whether properties of the SAE itself, computable before any…