"Under My Skin" deviates from the pop-punk sound of "Let Go", exploring a more mature and introspective tone. The album incorporates various genres, such as pop, rock, and electronic music, with a focus on atmospheric and edgy production. Lyrically, the album delves into themes of teenage angst, heartbreak, and self-discovery, showcasing Lavigne's ability to convey vulnerability and emotion.