70 odd years before the novels there was an uprising which ultimately failed, and, as part of the punishment for that rebellion, randomly selected children are forced to fight to the death once a year for the capital's entertainment.
Think somewhere between Battle Royale and Circuses in ancient Rome (the apparent inspiration).