When you're xc skiing and you yell "Track!" but the person in front of you refuses to get out of the way.
Also applies to a person that you do pass, which therefore makes them your bitch.
Marissa: Jane, be careful of that skier up ahead, she's a total track bitch.
Jane: Oh that girl? She's already my track bitch. I passed her at the start of the race.