Kilbey has twin daughters (Elektra and Miranda) by Karin Jansson, his ex-girlfriend and recording partner (as "(CURIOUS) Yellow"); these older daughters have a popular dream pop duo called Say Lou Lou and record in their homeland of Sweden.