The Standard Model of particle physics is organized into exactly three generations of fermions.We propose that this integer constraint arises not from anomaly cancellation in gauge theory, butfrom the algebraic stability conditions of the Exceptional Jordan Algebra J(3, O). By treating thevacuum expectation values of the mass matrices as dynamical variables evolving under a gradientflow governed by an idempotency potential VF = Tr((J2 − J)2), we analyze the Lyapunov stabilityof the vacuum state. We demonstrate that while associative subalgebras (isomorphic to H) supportstable N = 3 configurations, the introduction of a fourth generation triggers a non-associativeinstability. We rigorously prove that for N ≥ 4, Hurwitz’s Theorem implies a torsional asymmetryin the generation interaction matrix, leading to a positive Lyapunov exponent and the spontaneousejection of higher generations. Furthermore, we derive the empirical Koide mass relation (Q = 2/3)as a geometric invariant of a “Mixed Phase” vacuum state residing on the domain wall between theSymmetric (Q = 1/3) and Symmetry-Broken (Q = 1) sectors.