The Bloch sphere provides a powerful abstract representation of a qubit’s state space but lacks a realist physical ontology. In this work we develop a geometricrealist interpretation of the qubit within the Helix–Light–Vortex (HLV) framework, identifying the computational basis states as stable helical resonance modes of a discrete Space–Bit. Superposition is reinterpreted as a metastable geometric resonance, whose collapse dynamics arise naturally from the spiral–time structure of the-field. Building on previous single-qubit analyses, we extend the model to include HLVinduced stabilization mechanisms originating from triadic spiral time (t,ϕ,χ), oscillatory corrections to the effective kinetic prefactor A(t), and the Duarte coherence tensor. These effects suppress phase diffusion, generate coherence plateaus, and produce harmonic sidebands in qubit spectroscopy. We further develop the multi-qubit generalization of the framework, showing that spiral-time coupling produces correlated decoherence suppression, long-range phase ordering, and protected entanglement manifolds for GHZ- and W-type states. A triadic HLV qubit lattice is introduced, offering a geometric mechanism for entanglement stabilization and synchronization bursts. The resulting theory is falsif iable, mathematically consistent, and experimentally testable in superconducting, trapped-ion, and photonic architectures.