I know that the company called Maktab al Hollandi supplies bakeries with chocolate and other products. However I dont know if their min quantity might be too much for you. Or the cooking chocolate at Carrefour is pretty good too.
Maktab al Hollandi is the same company that has the flowershops in Villagio and Landmark. You could ask them for the number or information.