Geometric Origin of Particle Generations and Positronic Magnetic Vanishment: A Non-Equilibrium Approach to Mass Hierarchy and CPT Asymmetry

Building upon the Non-Equilibrium Unified Theory, we demonstrate that the infinitesimal dis- crepancy between parameters A (2.69 × 10−26) and B (2.70 × 10−26) is the fundamental origin of the three-generation fermion hierarchy and the matter-antimatter asymmetry. We define a non- equilibrium parameter ϵ = 1 − |A|/B ≈ 0.0037, which governs the effective mass meff of subatomic particles. Our model predicts that the positron occupies a negative effective mass state, leading to magnetic vanishment. Furthermore, we show that the mass scaling of fermion generations follows a geometric progression mn = me(ϵ −1 ) f(n) , where the fourth generation is energetically prohibited by the spatial stability limit at 10 TeV.