Space in which a vector and its opposite vector are identified

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I have a set of points in an n-dimensional space and need a mapping so that the euclidean distance between two points $p_1$ and $p_2$ where $p_1 = - p_2$ is zero (or small). Anyone has an idea how to approach this?