Chili pepper heat is mostly on the tongue. Horseradish goes right for the nose.
A member of the Brassica family—along with broccoli, cabbage, and mustard—horseradish is a radish to the extreme. A small bite can be an intense experience, but even smelling the aggressive vapors of the freshly grated root causes eyes to water and noses to run.