The symptom is anhedonia -- the inability to experience pleasure. You can eat a delicious meal, play outside in the sunshine with little kids, have great sex, and through it all feel nothing.
It's like when a finger is numb -- you touch things with it thinking, "How odd, I ought to be feeling something." But you don't.
It's not just feeling down. It's your brain's ability to feel pleasure being physically broken.