Baseball, as opposed to softball. So called because the ball used is somewhat harder.

Metaphorically, to "play hardball" is to do something in a fiercely competitive manner. Besides the obvious hard/soft reference, this usage may also come from the idea that softball is usually played in casual, less-competitive games, such as among coworkers, whereas baseball is played in competitive leagues.