Recent experiments on dense spin ensembles in defect-rich diamond systems have reported an initially incoherent excitation followed by temporally regular pulse trains that appear remarkably ordered despite strong disorder. We develop a conservative and falsifiable description in which this temporal ordering is consistent with symmetry-driven coherence restoration (SDCR): a selective suppression of dominant decohering channels in an open quantum system through symmetry constraints and collective phase alignment, without postulating new interactions or modifications of quantum mechanics. To parameterize multiscale phase–memory coordination in a minimal way, we introduce a triadic organizational operator ψ(t) = t + iϕ(t) + j χ(t), where ϕ encodes an effective collective phase variable and χ represents a coarse-grained memory or hysteresis degree of freedom. The operator is employed strictly as a bookkeeping device to express structured, perturbative deviations from a baseline Lindblad (or Redfield) description, remaining fully compatible with standard open-system theory. We present (i) a minimal master-equation extension consistent with symmetry selection, (ii) a leakage-based criterion for SDCR, and (iii) explicit, experimentally testable predictions for how pulse-train regularity depends on controlled symmetry breaking via field orientation, detuning, temperature, and disorder strength.