I'm actually not quite sure what you mean by breaking down into two-dimensional operations. We use operations on pairs of vectors, but nothing is assumed to be two-dimensional, and I don't think we suggest imagining anything as a plane? The vectors can be arbitrary and there's no assumption about curvature. Happy to clarify if I can help.