Use a hand mixer or a stand mixer fitted with the whisk attachment to whip the granulated sugar and eggs until thickened and pale yellow. Add in the vanilla extract.
Immediately pour the batter into the prepared cake pans. Bake for 35 minutes. Let cool for 10 minutes then remove from the pan and allow to cool completely on a wire rack.