From the Website songfacts.com: "According to the book Genesis, which is a biography of the band written by Dave Bowler, the band all agreed that their music was attracting mainly male audiences, almost 95% in fact. This song was written specifically to redress the balance. (thanks, Eamon - Motherwell, Scotland)"
Well that is an interesting factoid, isn't it? I loved "Follow You, Follow Me" in Seventh Grade. And still do.