 The trick is to work not in affine space but its projective space. To illustrate with Euclidean three-space, its associated projective space is the unit sphere with antipodal points identified, forming a two-dimensional manifold. Equivalently this is the space of all (unoriented) lines through the origin. Given an arbitrary affine space, its associated projective space is the space of all such lines, understood as a manifold.