While arguing at the bonfire, Conrad mentions that Steven and Belly left Cousins early the previous summer so that Steven could look at colleges.
This could be a reference to the book, where Steven is gone for most of the summer looking at schools with his father.
Mentioning that Belly was out of town before last year's debutante ball also explains why she doesn't know any of those girls until the bonfire.