For , the gradient is , and
Away from the origin, both and lie in the one-dimensional subspace perpendicular to , so they are parallel. More precisely,
for some scalar , including . If , this can also be inverted to express as a multiple of . At a stationary point of with , that literal inverse wording is not valid; the geometric assertion is parallelism of the nonzero gradient directions.

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