Numbers are represented as a family of circles in activation space, each circle corresponding to numbers mod k.

{
  "doc": "feucht-goodfire-geometric-calculator-2026.md",
  "author": null,
  "context": "Foundational representational claim: the geometric structure of number encoding in the network.",
  "enrichment": {
    "is_stale": true
  },
  "norm_label": "Numbers are represented as a family of circles in activation space, each circle corresponding to numbers mod k.",
  "source_url": null,
  "graphify_id": "claim_numbers_family_circles",
  "source_file": "feucht-goodfire-geometric-calculator-2026.md",
  "imported_from": "/Users/antonborzov/Documents/Research.nosync/papers/extract_typed_out/feucht-goodfire-geometric-calculator-2026/graph.json",
  "extracted_type": "claim",
  "graphify_file_type": "claim"
}