.
This transformation leaves UNCHEANGABLE the vectors (x,y) in the plane with x=y
that lie on the line y=x.
Hence, these vectors (x,x) are eigenvectors with the eigenvalue of 1.
This transformation CHANGEs the vectors (x,y) in the plane with x=-y
that lie on the line y=-x, orthogonal to the line x=y.
The transformation transforms each such a vector into the opposite one.
Hence, these vectors (x,-x) are eigenvectors with the eigenvalue of -1.
Solved, answered and explained.