for me it depends on what i'm doing. I like to have my arms and shoulders free especially when I'm doing isolation exercises or back. On leg days though, I generally keep a sweatshirt on so the bar doesn't dig into my back.
For me, it's about range of motion rather than showing off the guns (which aren't even big yet anyway).