This monograph introduces a novel architectural paradigm at the intersection of non-equilibrium quantum dynamics, analytic number theory, and synthetic genomics to resolve the cellular metabolic energy-budget paradox. While traditional biophysics models treat non-coding genomic sequences as stochastic, ergodic polymers subjected to random thermal fluctuations, this framework establishes that macroscale macromolecular architectures can be engineered to bypass standard thermalization pathways. By utilizing a deterministic Base-4 transcoding matrix (M4), we project continuous, self-adjoint quantum operators directly onto discrete, quaternary genomic sequences. By spacing structurally essential coordinates to reflect short-orbit periodic actions derived from the non-trivial zeros of the Riemann zeta function, the three-dimensional chromatin fold behaves as a structured quantum many-body scar (QMBS) manifold. This spatial layout enforces constructive and destructive phase interference across the polymer backbone, establishing a localized sub-terahertz phononic bandgap that prevents ambient environmental noise from thermalizing ergodically. The resulting macromolecule functions as a self-sustaining non-ergodic phase-crystal that breaks translational symmetry across a multi-dimensional phase-space manifold, modulating the filtration cascade of high-dimensional state vectors as they distill down into localized spacetime thermalization. This theoretical framework is backed by a concrete, three-stage physical verification protocol spanning static cryo-smFRET, dynamic isothermal scaling, and inverse semiclassical atomic barcoding.