For each row, a Gershgorin disc has centre and radius . Here and , so the Gershgorin circle theorem gives
Since is a real symmetric matrix, its eigenvalues are real. Intersecting the union of these Gershgorin discs with the real axis yields
This bound permits zero but does not assert a zero eigenvalue. The fixed-end Dirichlet boundary conditions exclude it: for any nonzero real vector , extend by and calculate
Indeed, equality would force every adjacent value to agree with the zero endpoint. Thus is a symmetric positive-definite matrix, is a negative-definite matrix, and the eigenvalues satisfy . The same argument works for any number of interior grid points, with prefactor in the sum. The fixed string has no zero-frequency rigid translation.

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