Not true. The matrix [[1 1] [0 1]] has the eigenvalue 1 repeated twice but the eigenvectors are on a line.

The generalized eigenvectors are on a plane.

The case where the eigenvectors do not span the space corresponds to matrices whose Jordan normal form has upper triangular bits.