There is no such thing as the "global south" other than in the minds of westerners and westernised elites (and elites are getting less westernised). From a western viewpoint you can lump the rest of the world together, but it makes no sense from any other view point.
As for moral high ground. Compared to whom? China? Russia? Myanmar?
China