Lyapunov functions indicate Lyapunov stability. A system that is Lyapunov Stable will settle into a global minimum state and stay there stably indefinitely. Kind of like a ball in a bowl, where all gradients point in to the middle. Non linear systems can "refuse to settle". I may be misremembering something from my controls courses