Research into self-organizing semantic embedding spaces reveals four consistent statistical invariants: statistical equilibrium, heavy-tailed organization, multi-scale fractality, and effective dimension reduction. Notably, the effective intrinsic dimension consistently converges to approximately d ≈ 8, regardless of the ambient dimensionality. These findings suggest the existence of global statistical regularities beyond simple local clustering.