This is an elementary (yet important) fact in matrix analysis.
Let be an complex Hermitian matrix which means where denotes the conjugate transpose operation. Let be two different eigenvalues of . Let be the two eigenvectors of corresponding to the two eigenvalues and , respectively.
Then the following is true:
Here denotes the usual inner product of two vectors , i.e.,