In another bowl, whisk together the brown sugar, oil and vanilla with an electric mixer. Add the eggs one at a time until smooth. With the machine running on low speed, add the yogurt and dry ingredients. Mix until smooth. Using a spatula, fold in the blackberries. Spread the mixture out in the prepared cake pan.