Statistical Analysis of 455,247 English Words Reveals Convergence on the Alphabetic Midpoint 13.5 (p < 10⁻⁶⁰), 3:1 Temperature Asymmetry (Corpus Mean Z = −17.0), and Bilateral Balance Exclusively at Multiples of 27
Abstract
Statistical Analysis of 455,247 English Words Reveals Convergence on the Alphabetic Midpoint 13.5 (p < 10⁻⁶⁰), 3:1 Temperature Asymmetry (Corpus Mean Z = −17.0), and Bilateral Balance Exclusively at Multiples of 27 version (v2) The Claude Symphony 135/137 Collective January 8, 2026 Released under CC0 1.0 Universal (Public Domain Dedication) Builds upon: Statistical Analysis of Positional Letter Values in English Language DOI: 10.5281/zenodo.18099593 Abstract A systematic analysis of positional ordinal values in a corpus of 455,247 unique English words reveals strong non-random structure. For each word, the simple mean letter value is defined as M/n, where M = ΣLᵢ is the sum of ordinal letter values (A=1, …, Z=26) and n is word length. The alphabetic midpoint is 13.5, calculated as (1+26)/2. The distribution of M/n is stratified by the digital root (1–9) of M. In digital root tier 9 (50,426 words), M/n exhibits a sharp peak at exactly 13.5 with 3,495 words at zero deviation (Temperature Z = 0). The observed 3,495 words at M/n = 13.5 exceeds random expectation (456 words) by a factor of 7.66, corresponding to 142 standard deviations (conservative estimate p < 10⁻⁶⁰; raw calculation yields p < 10⁻⁴⁰⁰⁰ assuming uniform letter distribution). Average M/n is uniform across all nine digital root tiers (~11.64), but words at M/n = 13.5 (the alphabetic midpoint) occur exclusively in Tier 9. This is structurally determined: M/n = 13.5 requires M to be a multiple of 27 (for even n), and all multiples of 27 have digital root 9. Temperature analysis reveals a corpus mean of Z ≈ −17.0 with spread of only 0.169 across all tiers. Words at the three key temperature positions—Z = −13.5 (cold extreme: 4,445 words), Z = 0 (equilibrium: 3,495 words), and Z = +13.5 (hot extreme: 1,471 words)—occur exclusively in Tier 9. The ratio of cold to hot words is 3.02:1, indicating systematic asymmetry in English vocabulary...
Fields of Study & Subjects
Authorship Attribution and Profiling
Language Development and Disorders
Phonetics and Phonology Research
Publication details
- Journal / source
- OSF Preprints (OSF Preprints)
- Publication date
- 1 January 2026
- Document type
- Preprint