In this work we analyze the eigendecomposition of the Hessian matrix of the Robin function for the spectral fractional Laplacian in orthogonally invariant domains. We prove that, if a smooth bounded convex domain invariant under the action of an orthogonal transformation then, for , the gradient vector is an eigenvector of the Jacobian associated to the eigenvalue . Moreover, if is a domain invariant under the reflection about a hyperplane , there exists such that where denotes the Hessian matrix of . Consequently, if is invariant under the reflection about the hyperplanes for a linearly independent set , then the origin is a non degenerate critical point of . A short proof of the Brezis-Peletier-like formulas for is also provided which allows us to prove the former results for any .

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