Confusion about agon stuffs usually has more to do with the shaky foundation in one of these topics than it does with eigenvectors and eigen values themselves.
As proof of this claim, Aristotle says that in theatrical contests, namely the agon at the City Dionysia and elsewhere, the plays that deal with a few families and that end badly are found to be the most tragic.