Preheat the oven to 350 degrees fahrenheit and line a 9x13 inch cake pan with parchment paper. Set aside
Combine the cake flour, cocoa powder, baking soda, and salt into a bowl. Stir together with a whisk until evenly combined. Set aside
In a large mixing bowl, add the the vanilla, buttermilk, eggs and oil and stir until combined
Add in the sugar and mix until combined
Add in the vinegar and food dye and stir until evenly incorporated
Once all the wet ingredients are incorporated, add in the dry ingredients. Stir until the mixture is just evenly combined
Once combined, add the hot water. The batter will be very thin
Pour the batter into lined cake pan and cook for ~40 minutes at 350 F (ovens vary so test with a toothpick in the center and remove when it comes out clean)