Butter face Share definition Flag Term describing someone who has an appealing physique but who's face is unattractive. I was about to flirt with this woman on the dance floor, but as I got closer I realized she had a 'butter face', so I went back to my table. Butter face by RichardCranium October 6, 2012 Get the Butter face mug.