To add to this, I'd say that when people say "deep conversation", they generally mean "comfortable conversation".
A lot of conversations that I've heard described as "deep" are superficial discussions of philosophy/politics (see most of HN) or jargon-filled discussions of specific nerddoms that people are interested in.