I was also blown away the first time I saw that animation, it really helped to clarify the notion of what eigenvalues and eigenvectors are. However, that is only a geometrical interpretation which is a very particular case, as eigenvalues/vectors appear in many many other applications which don't really have a geometrical representation or meaning. That's probably why books tend to stay away sometimes from particular examples, even though I have to say that this one specifically is very useful.