 Rob Burch of "The Hollywood News" dubbed "I Won't Say (I'm in Love)" an "anti-love song".Described as an "emotional barnstormer", the song begins with Egan singing the lyrics "If there's a prize for rotten judgment I guess I've already won that", which is followed by "Been there, done that".