 Lyrically, "Hurt" is an evocation of pain and guilt that accompanies the loss of a loved one.Joan Anderman from "The Boston Globe" commented that "Hurt" resembles her previous song "Beautiful" (2002), while Lindsay Levan of "News & Record" considered it an "intensely personal tune.