In general, dogs should not eat sponge cake.
It does not offer any nutritional value to them, and although the ingredients are not exactly toxic for dogs, they aren't healthy, either.
Sponge cake contains flour, eggs, salt, sugar, and butter, none of which are good for dogs, especially in larger quantities.