A few factors can contribute to your chocolate cupcakes being dry. 1) Not measuring your ingredients properly. 2) Overbaking your chocolate cupcakes. I always recommend checking your cupcakes at the first recommended baking time. 3) Your oven temperature is off. It's important to keep an oven thermometer in your oven to ensure it is calibrated to the correct baking temperature.