Grease pans then dust pans with flour, tip pan upside down and tap to remove excess flour.
In a small bowl, combine flour, sugar, baking powder and salt and stir together.
Add lemon oil, olive oil, vanilla, egg, milk and lemon juice and whisk batter together until a smooth batter forms.
Pour batter into greased and floured pans.
Bake 8-9 inch round cake and 8 x 8 square cake ~18-20 minutes or until a toothpick can be inserted and comes back out clean. Note this cake does not rise a lot, it will stay pretty much flat when fully baked.