We investigate the exceptional points (EPs) and their pseudospectra in black hole perturbation theory. By considering a Gaussian bump modification to the Regge-Wheeler potential with variable amplitude, position, and width parameters, , a continuous line of EPs (exceptional line, EL) in this three-dimensional parameter space is revealed. Notably, the EL exhibits an anisotropic spectral response: parameters migrating along the EL direction leaves the coalesced QNM spectra nearly unchanged, while moving parameters away from the EL induces the characteristic scaling, highlighting the directional nature of spectral instability in exceptional structures. We find that the vorticity and the Berry phase for loops encircling the EL, while and for those do not encircle the EL. In the neighborhood of an eigenvalue, through matrix perturbation theory, we prove that the -pseudospectrum contour size scales as at an EP , where is the order of the largest Jordan block of the Hamiltonian-like operator associated with that eigenvalue, contrasting with the linear scaling at non-EPs. Numerical implements confirm this observation, demonstrating enhanced spectral instability at EPs for non-Hermitian systems including black holes.

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