"Love's What I Want" is a bonus track on the Japanese CD release of Good Times!, which hit shelves in Japan yesterday. Written by Andy Partridge and produced by Andrew Sandoval, the song will also be available as a 7" (b/w another bonus track, "A Better World") when purchasing Good Times! on vinyl at Barnes & Noble this August.
UPDATE 3:30pm EST: Peter Thomas (of Elvis Costello & The Attractions) played drums on "Love's What I Want," despite not being officially credited.
Per Andrew Sandoval, the recording studio listed is incorrect.