Line a half-sheet pan with baking paper or a Silpat. Set aside.
Sift the cake flour, bread flour, baking powder, and the first measurement of sugar together. Reserve.
Combine the oil, egg yolks, water, and vanilla. Mix until well incorporated. Gradually add the dry ingredients and mix until smooth, about 1 minute. Set aside.