I'm afraid it will melt.
Smooth on a primer like
Urban Decay's Primer Potion ($20;
ulta.com) over the entire lid, prior to layering on the dark colors. This gives the shadow a place to adhere, which prevents it from creasing or migrating to your upper eyelid. For extra insurance, mattify lids after with blotting papers.