Preheat oven to 375°F and line a 9x13” baking tray with a 1” rim with parchment paper. Set aside.
In a large mixing bowl, use an electric mixer or stand mixer to beat egg whites on medium speed until it becomes soft foamy peaks.
Sprinkle in one spoonful of granulated sugar at a time, mixing in between each addition, until all the sugar has been added and the meringue becomes stiff peaks. Set aside.
In another large mixing bowl, stir together egg yolks, oil, orange juice, and vanilla extract just until the egg yolks have broken up. Stir in the cake flour until just combined.
Add the egg white meringue to the yolk mixture in 3 additions, folding the batter together in an upwards motion in between each addition. Fold the batter until no streaks remain and batter is airy and fluffy.
Pour the batter into your lined baking tray and use an offset spatula to spread the batter into an even layer, being sure to spread it into the corners and edges of the tray.
Bake cake for 12-13 or until a toothpick comes out clean and the edges are slightly browned.
Let cake cool for a few minutes on baking tray until warm enough to handle. Run a knife down the sides of the pan to release the cake. Place another sheet of parchment paper on top of the cake. Grasp both the sides of the parchment and sides of the pan and flip it over in one swift motion to release the cake from the pan.
Peel off the bottom sheet of parchment paper (now on top). Cut off the browned edges of the cake on the 2 shorter sides. Loosely roll the cake (WITH the parchment paper) into a log shape and let it cool completely in this shape.