We apply the eikonal approximation to the stochastic master equation for reaction-diffusion systems. Its stationary solution is expressed as an excess work, and is shown to be a Lyapunov function for the deterministic evolution of inhomogeneous systems. From this result we establish a new stochastic criterion of relative stability and equistability of systems with multiple homogeneous stationary states in terms of inhomogeneous fluctuations.