For me, my biggest "focus" times are almost always with noise-cancelling headphones on with blaring music that I don't have to think too much about (no vocals, etc). Even when I'm alone in the office, I still need something like that to be at maximum productivity.
However, if I can hear people talking around me, my mind almost immediately gravitates toward their conversation; one of the biggest distractions to my work.