McCartney thought of "Girlfriend" as a song that Michael Jackson might like to record, and mentioned this to Jackson at a party in Hollywood.
McCartney pensou na canción como unha que lle podría gustar gravar a Michael Jackson, e mencionoullo a Jackson nunha festa de Hollywood.