Please see Explanation.
If for a
As for where to find them in real life:
I'm not very sure but I think I saw something about something about applications of eigenvalues in quantum mecanics (but maybe it is 'too real life'). Also searching for aplications of The Perron-Frobenius Theorem may bring you closer to your answer.