To go for a mountain or downhill bike ride. Expression popularized by cyclist/youtuber Robin Moore with his song "Get dirty".
Al: Julien, do you want to get dirty tomorrow morning?
Julien: No, sorry Al, after today's harmfest I'll do a cool recovery ride on my roadbike tomorrow.