Have you looked into Greenwich or Blackheath? Just near the massive Greenwich park, you have a little more of a village feel with local pubs and restaurants, but you're only a short train journey into London Bridge.
Although I'm taking your budget as being rent only. If that's your total budget including transport, etc. you may need to look a little further out.