Is tomato paste supposed to be bitter?

I was watching Rachel Ray and she made a gravy with tomato paste and fresh rosemary. I tried to copy her recipe. It was my first time buying tomato paste; it tasted so bitter I had to add sugar to the gravy! Does it always taste that way?