The music video was written/directed/produced by Kort Falkenberg III and was actually filmed in Los Angeles during the summer of 1984.
To start the clip, John Waite is sitting in a chair, and after seeing a picture of a woman with whom he is still in love, he, frustrated, hits the lamp above him causing it to swing back and forth and begins to sing the song.