Chin up is a phrase said to someone who has a desperately bad stroke of luck.
The phrase originated from when lanky blond people teased slighty retarded dark haired people for getting the answer to things wrong.
"I lost my phone! What the n*g*a am I gonna do?"
"Just keep that chin up!"