Linear steering produces noisy off-target effects; manifold steering cleanly shifts probability mass between sequential concepts.

{
  "doc": "wurgaft-goodfire-manifold-steering-2026.md",
  "author": null,
  "context": "Core empirical claim comparing steering approaches on cyclic concepts.",
  "enrichment": {
    "is_stale": true
  },
  "norm_label": "Linear steering produces noisy off-target effects; manifold steering cleanly shifts probability mass between sequential concepts.",
  "source_url": null,
  "graphify_id": "linear_vs_manifold_steering",
  "source_file": "wurgaft-goodfire-manifold-steering-2026.md",
  "imported_from": "/Users/antonborzov/Documents/Research.nosync/papers/extract_typed_out/wurgaft-goodfire-manifold-steering-2026/graph.json",
  "extracted_type": "finding",
  "graphify_file_type": "finding"
}