Add the tomato paste, whole tomatoes and their juices, chicken broth, chili powder, brown sugar, cumin, salt, bay leaf, oregano, and cayenne. Bring to a boil, then reduce the heat to low. Cover the pot and simmer the chili over very low heat for about 1 hour, stirring occasionally. Break up the big tomatoes with a wooden spoon or fork as you stir.