Stir the peppers and then pour in the chicken stock. Add the fresh chorizo sausage and the tomato paste.
Bring the soup to a rolling boil. Then turn the heat lower and cover the pan. Simmer the soup for 30 minutes. After that, turn the heat off and remove the bay leaves. Also remove the cooked chorizo and put it on a chopping board to cool.
Peel the cooked chorizo sausage and then slice it into small rings. Add the chorizo back to the soup and check the seasoning. Then add extra pepper or salt to taste if necessary.