 "Absurd Pop Song Romance" saw a major stylistic shift from the punk rock and pop punk sounds of Pansy Division's first three albums, featuring more textured indie rock and alternative rock.This was the first Pansy Division album to feature four members following the addition of lead guitarist Patrick Goodwin.Critical reception was generally positive.