To have a life that is difficult, where the elements of the world seem to be against you all the time.
For example, life on the streets, the life of a hustler or a dealer.
> Jay-Z's "Hard Knock Life"
> It's a hard knock life for us, it's a hard knock life for us, instead of treated, we get tricked, instead of kisses, we get kicked, it's a hard knock life