Linear subspaces
Consider the sum squared distance of a point x to all of the orange points:
What unit vector v minimizes SSD?
What unit vector v maximizes SSD?
Solution: v1 is eigenvector of A with largest eigenvalue
              v2 is eigenvector of A with smallest eigenvalue