I installed F7 graphically via NFS, and on first bootup of F7 got defaulted to runlevel 3.
When I changed this to runlevel 5, I got no firstboot. Had to edit /ets/sysconfig/firstboot to get it.
The only thing I can think of is that I chose KDE instead of Gnome.