The SFE-06 series established the joint observer manifold: a three-dimensional state space (xₐ, xb, ρₐb) in which two observers coupled to the same Ornstein–Uhlenbeck (OU) field produce a geometry whose eigenvalue structure encodes field confinement strength k. The principal observable reported was the eigenvalue ratio e₂/e₃, which was observed to rise monotonically with k and to be largely invariant with respect to window size W and observer offset δ. SFE-07 attempted to derive a closed-form expression f (k) for this ratio. The derivation failed in a productive way: it revealed that the ratio e₂/e₃ is not a universal function of field parameters, but rather a ratio of two seed-dependent quantities whose variability grows with k. Through systematic multi-configuration analysis across ten independent Monte Carlo realizations of the same field, we identify the true universal object: dρ (k) = Var (ρₐb, k), the raw variance of the windowed cross-correlation channel. dρ maintains a coefficient of variation below 10% across all tested seeds and all k ∈ 0, 0. 20, while the spatial channels dₓa and dₓb exhibit 26–84% variability. The “margin” between field-determined and seed-determined geometry is not a crossover point in k but a categorical boundary between channel types: relational channels suppress finite-sample variance through correlation averaging, while individual spatial channels amplify it. We re-apply this result to the conversation geometry pipeline from SFE-06. 7, showing that dρ extracted from real conversational data separates conversations along a dimension that partially disagrees with the e₂/e₃ ranking, indicating that the two quantities measure different aspects of relational structure. This work closes with a corrected interpretation of the SFE-06 eigenvalue results and an empirical fit of dρ (k) from OU steady-state statistics, with analytical derivation deferred to SFE-08.
Jesus David Calderas Cervantes (Sat,) studied this question.