Poor choice of example on your part. Eigen is the German word translating roughly to "own" or "characteristic of" which is what an Eigenvalue is.
Diagonalize the matrix representation of a quantum mechanical operator and the values down the diagonal, the eigenvalues, are the allowed values of that operator; if they are strictly real (non-imaginary) they correspond to the physical measurements. Also, such matrices are Hermitian -- their transpose is equal to their complex conjugate; which for diagonal elements requires them to be real.
(Memory from 30+ years ago.)