Geometric Coupling Topology on Free Correspondence: Zero Coupling Findings, One Stylometric Gradient, and Seven Confounds from Darwin's Letters

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Authors: Hanno Koerber
Cited by: 2
References: 1

Abstract

We apply Geometric Coupling Topology (GCT) to 1,867 consecutive letter pairs from Darwin's scientific correspondence (1843–1882) and 497 pairs from two control dyads (publisher, cousin). Using the refraction vector B = E_response - E_question computed on 4096-dimensional text embeddings, we initially report seven findings — and then systematically dismantle all of them through four rounds of internal review, control dyads, and cross-model validation. What does survive is a stylometric gradient: Darwin's directional variability scales monotonically with the intellectual demand of the relationship (Fox g = 0.69, Murray g = 0.47, Huxley g = 0.37, Hooker g = 0.16, Gray g = 0.10). The paper contributes a diagnostic checklist of seven confounds and a design principle: GCT measures the dominant variance source between question and answer, and that source is determined by what the experimental design leaves free to vary.

Fields of Study & Subjects

Authorship Attribution and Profiling Morphological variations and asymmetry Biomedical Text Mining and Ontologies

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
9 May 2026
Language
EN
Document type
Preprint