In addition to touring, Sire Records and Beggars Banquet Records in the UK released four singles to help promote the album in hopes of receiving more radio airplay. The first single from "Animal Boy" was "My Brain Is Hanging Upside Down (Bonzo Goes to Bitburg)", issued by Beggars Banquet in June 1985. "Go Home Anne" was the B-side, produced by Ed Stasium and mixed by Lemmy Kilmister, lead singer of Motörhead. There were multiple explanations given for why the single was not released in the United States: the product manager at Sire Records explained that it was both a "financial and political" decision, while the parent company, Warner Bros. Records, claimed that "It just wasn't considered a good enough record." The single's jacket cover depicted President Reagan giving a speech at Bergen-Belsen concentration camp before going to Bitburg, but the image was removed from later pressings. British newspaper "Melody Maker" claimed it was removed because the band received pressure from "Moral Majority, the Patriotic League of the Alamo, and the SS."