you go, girl exclamation1 •(informal) An expression of encouragement, chiefly for a girl or woman.You've made it this far not because you're Michael Jackson's sister, but because you're Janet Jackson; a woman who knows where she wants to go and what bus to take. You go, girl! — 1993