On the other hand, in general linear evolution equations (finite or infinite dimensional) I like to think of stationary states as special superpositions of states which behaves particularly well with respect to time evolution.
For example, consider two species of fishes and , whose populations is given respectively by . Assume that the dynamics is given by
An eigenvector of () is something like a stationary state. For me, every eigenvector with eigenvalues , is something like a new "being" made of both fish species. This way we have two kind of "cluster of species" that behave in a fairly simple way with respect to time: it undergoes an exponential growth. That is, the vector represents the specie and represents ; and the vector is the complete system. But we can now think that we have two new species represented by the vectors and in such a way that the system is expressed as
where the is to mean "another basis". What we gain from it is that
and
and then
So the population of these two new species have a fairly simple growth. And moreover, there is a linear coordinate change to obtain from :