This adapter integrates a frozen positive-definite metric tensor $G \in [0.1, 1.0]$ across all transformer self-attention query-key projections. By enforcing an invariant geometric manifold during continuous token generation, it bounds non-equilibrium steady-state (NESS) entropy drift, eliminating parameter thrashing and stabilizing long-context energy draw.