When the weather is extremely warm, and you’re stuck somewhere without respite, it can feel like you’ll melt, especially if you’re sweating buckets. The emoji is a way to convey this ...
Originally, as told by Kurita, the sparkle emoji could be found in manga to represent both sweat droplets and sparkles, in addition to being used as a way to represent something sparkling.