Somerville has been interested in art. In 2001, she was one of the people who selected the National Portrait Gallery's BP Portrait of the Year. She has also served as a judge for several years on the RIBA Annual Architecture Award Panels. On 18 September 2003, Somerville was appointed Chair of the Advisory Committee of the Government Art Collection.