Steering Geometry: Validating Human Value Geometry in LLM Steering Space
This matters because activation steering is becoming the go-to inference-time alignment technique, and you need to know whether it's actually working in principle or just pattern-matching. The finding that value geometry is coherent and predictable suggests steering can be more reliable than today's uncertainty around it implies. If you're deploying steered models, this gives you a framework to reason about what's actually happening under the hood.