For the positive integer in the nilpotence condition, diagonalize . Then
Every diagonal entry must vanish, so each . Consequently and . This proves that a diagonalizable nilpotent matrix is zero.
Without diagonalizability a counterexample is
Its only eigenvalue is zero but its kernel has dimension one, so it cannot have a basis of eigenvectors. It is the simplest nontrivial nilpotent Jordan block.