Wisk together sugar, eggs, milk, vanilla, and cinnamon until well combined. Pour evenly over bread in baking dish. Using the back of a spatula gently press bread down into liquid. Let sit 15-20 minutes for bread to soak up a good amount of the liquid. Press down gently once more (do not "squish").