Eigenvalue dynamics in the presence of non-uniform gain and loss

We introduce a general set of conditions for observing reverse pump dependence in lasers and other counterintuitive phenomena, which demonstrate that any irreducible system with patterned gain and loss can exhibit such exotic behaviors.