What is even the concept of distance in non-euclidean manifolds? In general these structures dont need to have euclidean-pytagorean notions of length and angle.
Consider "flat" spacetime, the minkowsky metric clearly indicates that a dimensions is not just a dimension, that time coordinates are different, how do you do geometry in such an object? It doesnt feel like just a generalization of curved surfaces in space.