We discuss the eigenvectors of a square matrix whose entries depend linearly on parameters. This lecture gives an introduction to the eigenvector varieties of linear spaces of matrices. This is joint work with Sandra Di Rocco and Svala Sverrisdottir, and it was motivated by Hamiltonians of quantum systems. Many classical varieties, such as Grassmannians, arise as eigenvector varieties of Lie algebras.