Talking and Conversing

I came across this via The Long Boy and Others by B.L. Reid but is actually from James Boswell's The Life of Samuel Johnson

Though his usual phrase for conversation was talk, yet he made a distinction; for when he once told me that he dined the day before at a friend's house, with 'a very pretty company;' and I asked him if there was good conversation, he answered, 'No, Sir; we had talk enough, but no conversation; there was nothing discussed.'

I wonder if the distinction between societies and communities is that members of a society talk with one another, where members of a community converse?