manifold steering produces clean probability shifts along natural behavior structure; linear steering cuts across manifold and produces off-target noisy effects

{
  "doc": "steering.md",
  "context": "Empirical demonstration on Llama-3.1-8B that steering along representation manifold aligns outputs with behavior manifold, whereas linear steering does not.",
  "category": "ai",
  "norm_label": "manifold steering produces clean probability shifts along natural behavior structure; linear steering cuts across manifold and produces off-target noisy effects",
  "graphify_id": "manifold_vs_linear_finding",
  "source_file": "steering.md",
  "imported_from": "/Users/antonborzov/Documents/Research.nosync/papers/extract_typed_out/steering/graph.json",
  "extracted_type": "finding",
  "source_location": "§Geometry-aware steering",
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