Orion Geometry redefines space within Sheppard’s Universal Proxy Theory (SUPT) by prioritizing harmonic coherence over classical distance. This primer introduces ψ₈-curved scalar manifolds, ψ-geodesics, and fold-point attractors, offering a spatial logic for convergence and coherence. Applications span the Riemann Hypothesis, Collatz stability, and quantum folding phenomena.