This paper investigates how stable, particle-like fermionic excitations can emerge from a minimal discrete Planck network within the Causal Memory Gravity framework. Using Lindblad-based numerical simulations, it demonstrates controlled decoherence and robust quasiparticle behavior, providing a proof-of-concept for an emergent matter sector.