Brought up in Liverpool, Phillips was initially a Labour Party activist with her mother, joining the party at the age of 16. In 2003 she resigned from Labour and joined the Green Party as a result of the then Labour government's decision to invade Iraq. She holds a bachelor's degree in French Studies from the University of London Institute in Paris and a PGCE from the UCL Institute of Education.