Place the chopped tomatoes, onion and capsicum into a large baking dish. Add the minced garlic, olive oil and salt and pepper and stir until well coated. Bake for 35-40 minutes.
Pour the cooked tomatoes, onion and capsicum into a large saucepan on the stovetop. Add the tomato paste and liquid vegetable stock. Bring to a simmer.