The video on YouTube had been viewed over 78 million times as of August 24, 2017.
The song is best known for being played during the opening and closing credits of the John Hughes film The Breakfast Club.
The song did not appear on the band's subsequent album Once Upon a Time, but it did appear on the 1992 best-of Glittering Prize 81/92.
While only reaching #7 in the UK, it stayed on the charts from 1985 to 1987, one of the longest time spans for any single in the history of the chart.
The music video, directed by Daniel Kleinman, takes place on a dancing floor in a dark room with a chandelier, a rocking horse, and television sets displaying scenes from The Breakfast Club.