You can create an open game with an obscure name so that it won't attract many players. Then you'll have to keep an eye on who joins, so that you can kick players until you've got your friends in.
Edit - if you make a private game, I believe you can only decide that you'll start with fewer places, if the game doesn't fill up. No way to make it public after your friends joined.