 Somerville attended dance classes from the age of six, and at eight was sent to the Arts Educational School, a boarding school in Tring, Hertfordshire, where she was taught ballet, music, and drama.She left at sixteen, but continued her studies in London.Somerville trained at the Guildhall School of Music and Drama and graduated in 1989.