Consider the discrete second derivative with Dirichlet boundary conditions on $\mathbb C^n$.

Its eigendecomposition is fully known: see wikipedia

It seems like the lowest eigenvalue $\lambda_N$ is the one with the fastest decaying eigenfunction. Is there a way to prove this without(!) using that the eigenfunctions are explicitly known?-Thus, can one show this directly from the matrix?