The daughter of a nurse and a Royal Navy submariner, Pierson was born Emma Jane Pierson on 30 April 1981 in Plymouth, Devon.
When she was in her teens, Pierson lived with her parents and three siblings in North Bradley, near Trowbridge, Wiltshire, attending Grittleton House School and then later St Laurence School in nearby Bradford on Avon where she began taking acting lessons.