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This work provides a conceptual and analytical exposition of the Dimensional Transformation Framework within the Extended Classical Mechanics (ECM) paradigm. In this formulation, the origin of the universe is not interpreted as a singular explosive event but as a transition from a 0-dimensional (0-D) closed substrate of potential energy into progressively manifested physical structures governed by frequency-indexed transformations. The model replaces the geometric singularity of conventional cosmology with a primordial vibrational regime where phase evolution and frequency dynamics precede the emergence of spatial geometry and observable temporal progression. Methodology & Mechanisms A central element of this framework is Phase-Indexed Velocity Stabilization (PIVS). The model identifies a super-Planck state characterized by a superluminal phase velocity (vϕ ≈ 360c) that decays monotonically as the system evolves through a 360° phase cycle. The stabilization of this velocity to the light-speed limit (c) marks the transition from a non-geometric frequency regime into a crystallized 3-dimensional spacetime governed by light-cone causality. The redistribution of energy follows the ECM manifestation principle ΔPEᴇᴄᴍ ↔ ΔKEᴇᴄᴍ ↔ ΔMᴍ, where potential energy is converted into kinetic energy and incremental matter formation. Matter mass (Mᴍ) accumulates through phase-dependent increments, while effective gravitational mass (Mɢ) arises from the coupling between matter mass and negative apparent mass (−Mᵃᵖᵖ) associated with potential-energy redistribution. Key Findings & Significance • Elimination of Singularities: By framing the birth of the universe as a measurable phase transition from a 0-D substrate, the model avoids the density paradox (ρ = Mᵉᶠᶠ / V as V → 0) and mathematical infinities inherent in singularity-based cosmologies. • Emergent Properties: Space, time, and gravity are derived as secondary emergent properties of the frequency-governed phase state rather than pre-existing background constants. • Cosmic Evolution: The initial dominance of negative apparent mass generates a primordial repulsive state that drives early cosmic expansion and seeds the aeonic evolution of the universe toward its terminal stage.