The popularity of pumpkin spice lattes likely started with a major coffee chain that invested large amounts of money in advertising their version of this drink. Pumpkin spice, in general, invokes a feeling that the fall season is upon us. Meaning, the temperatures are cooling, tree leaves are falling, and this spice provides a warm comforting feeling.