Comes from tabletop games and other games that use dice in combat mechanics. Generally, when a
big fight is about to go down, players will "
roll for initiative" and whoever gets the higher
roll gets to go first.
So, "roll for initiative" can be used as an (intentionally nerdy) synonym for "initiate a fight".