What makes them negative?
According to the dictionary definition suffering is the state of undergoing pain, distress or hardship.
And why can't suffering be sweet?
Pain, distress and hardship is a broad umbrella. Suffering can both teach us and scar us. I think it's instances that largely do the latter which people view as negative in a larger sense.