From Urban Dictionary:

To keep something all for oneself, thus depriving anyone else of having any. A slang term derived from the last name of famous actor Humphrey Bogart because he often kept a cigarette in the corner of his mouth, seemingly never actually drawing on it or smoking it. Often used with weed or joints but can be applied to anything.