In a large pot over medium heat, mix the chicken, potatoes, carrots, onion, sugar, and garlic. Pour in water and soy sauce, and stir in sugar and hot pepper paste.
Bring to a boil, reduce heat to low, and simmer 45 minutes, until chicken juices run clear, vegetables are tender, and liquid has thickened.