Queen Elizabeth II was known for her love of corgis and dorgis (a corgi-dachshund mix). She had over 30 corgis in her lifetime, all descended from a corgi named Susan that she received as an 18th birthday gift.
While she may have occasionally carried smaller breeds of dogs in her handbag, there is no documented evidence of them being called "pocket dogs" or being kept exclusively as such.