For anybody else that finds this, I ended up using this solution: wordpress.mfields.org/2010/set-default-terms-for-your-custom-taxonomies-in-wordpress-3-0/.
If you add your taxonomies manually in functions.php, maybe take a look here first: wordpress.stackexchange.com/a/7171/50427.