Pennsylvania Avenue is a street in Baltimore City (the heroincapital of the world) that is populated by the highest population of heroin dealers and users in the city.
Damon: I'm outta dope man, I'm heading down to Pennsylvania Avenue.
Damon's Friend: Watch out down there, don't get your ass capped.