I find I can focus pretty well in a noisy coffee shop, but if I'm in an office and someone on the desk next to me starts having a conversation, I lose all focus.
At work, headphones off, my brain is subconsciously trying to keep me informed about the noise around me in the workplace, so that I can respond if needed (generally I'm not) not helpful, brain. :P