In cases like these, the idea of "direction" loses its ordinary meaning, and has a more abstract definition instead. But even in this case, if that abstract "direction" is unchanged by a given linear transformation, the prefix "eigen" is used, as in "eigenfunction", "eigenmode", "eigenface", "eigenstate", and "eigenfrequency".
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