How do you prove than the component-wise normal distributions, once normalized, become uniform on the circle? UPDATE - OK, got it in some comments that were po

How do you prove than the component-wise normal distributions, once normalized, become uniform on the circle? UPDATE - OK, got it in some comments that were posted while I was posting this one!