Add sugar; beat with electric mixer on medium speed until well blended. Add eggs, 1 at a time, beating well after each addition. Blend in vanilla. Add 1/4 cup of the flour and the baking soda; beat until well blended. Add remaining 1 cup flour alternately with water, beating well after each addition. Pour evenly into greased and floured 9-inch round cake pan.