Joe Baker means in slang: Weed. Also called “the happy flower”. Joe Baker can be used to refer to a girl you don’t know who is using marijuana. It is safe to assume that your older relatives and parents will inform the police of your drug use. (in Slang Dictionary, added by Spuddle)