In a large bowl, stir together the cake mix, eggs, water, coconut extract, and vegetable oil until moistened, then beat with an electric mixer on medium speed for two minutes.
Pour the batter into the prepared baking dish. Bake in the preheated oven for 30-35 minutes until top of cake is lightly browned and a toothpick inserted in the center comes out clean.