Tommy Lee of Mötley Crüe fame played drums on "Meet the Creeper" and "The Ballad of Resurrection Joe and Rosa Whore". Due to various personal and legal struggles, Lee was living in the studio for a time during the recording of the album. Humphrey was a good friend of Lee's, and had previously worked with his band prior to the production of "Hellbilly Deluxe". Zombie later asked Lee to appear on the album, with Lee agreeing to do so. On the collaboration, Lee stated "I went to his house after I got out of jail to stay for a while, and I think I was there about a day or two and they were working on the record downstairs and Scott and Rob were like, 'Dude, Tommy’s upstairs, we should ask him to play.' And they asked me to play and I was like, 'I would love to play right now. I could really use ... you know, just kind of check out, really do some music' and I ended up playing like four tracks or so on the record." Lee is credited as the drummer for "Meet the Creeper" and "The Ballad of Resurrection Joe and Rosa Whore". "Meet the Creeper" was originally referred to as "Creature Core" prior to the release of the album. Danny Lohner provided additional guitar recordings for "Meet the Creeper". Zombie recorded a song titled "Wish It Away" for the album, though it was not included on the final product.