It’s bitter because it’s actually quite poisonous, and your tongue is warming you about that. Dave Arnold’s excellent Liquid Intelligence has a section on making your own tonic with pure quinine powder, and he admonishes the reader to mix with a blender, because an ubcombined chunk of pure quinine could actually hospitalize someone if it ended up in their drink.