I don't think I've described what I mean clearly. Yes it is possible to have Caffeine open at login, but it is not activated.
What I would like is whenever I open the Caffeine app, (be it at login, from the applications folder, or by invoking a quicksilver command) to be activated by default. Currently it is unactivated on default and I can see no obvious option to change this.