No one has mentioned Greenwich which has some interesting buildings and exhibitions. Don't forget a walk through the foot tunnel under the Thames.
The walk along Southbank, gawping at mime artists or sand artists and kicking leaves kept me from throwing myself in during my darkest hours.
Museum of London in the Barbican also worth a look.