When Lange wrote the song and submitted it to the band, it was entitled "We Both Believe In Love", but was retitled after Lewis made some lyrical revisions. The unrevised version was originally recorded by British band Supercharge, on which Lange sang lead vocals, on the 1979 album Body Rhythm.
The song became the band's breakthrough hit, peaking at number seven on the Billboard Hot 100 pop singles chart.
A music video for the song (filmed in February, 1982 in Los Angeles) features a scene with the band singing into a sleeping woman's ear, followed by the next morning, singing in the kitchen. This video received heavy airplay in the early days of MTV, contributing to the breakthrough popularity of both the song and the band.