You can't change realms if you are already in a guild without quitting that guild first and yes you can join any guild in the realm you are currently in. If you just changed realms there is a 12 hour cooldown period before joining a guild in the new realm.

If you switched realms the first time is/was free, it will cost you 150 gems to change again.