One word. YUM.
Several words. Sweet, spicy-cinnamon and nutmeg, slightly fruity.
The flavors are wintery and not remotely "bitter". A few drops will even give a bit of a kick to any regular whisky, if you're so inclined. However, if you think it's sacrilegious, stick to adding the bitters to cocktails. You won't be sorry.