Linear subspaces
Consider the variation along direction v
among all of the orange points:
What unit vector v minimizes var?
What unit vector v maximizes var?
Solution:   v1 is eigenvector of A with largest eigenvalue
                 v2 is eigenvector of A with smallest eigenvalue