I can't speak to the biker shorts but I wear underarmor during cold weather riding. If I could find some boxer length bottoms I would wear them every time I ride.

'06 TBA - Black, AI and Snorkel removed, K&N Drop In, Gutted Stock Pipes, 145/42, 2 turns out.