Ah, of course. To visualize it, the distance between the center and the surface of the shape would be proportional to the probability of that vector being selected after normalization. Thanks!
Since the box is anisotropic, this would not give the uniform distribution (it's more likely to draw a "diagonal" direction than a coordinate axis direction).