Yes, that is trivially true. In fact any linear combination of eigenvectors for the same eigenvalue will be an eigenvector for that eigenvalue.

Another important point to appreciate is that eigenvalues and eigenvectors frequently require complex numbers. For example the eigenvalues of [[0 1] [-1 0]] are i and -i. This geometrically correlates with some kind of "rotation".