Prepare cake mix according to package directions, but add the almond and vanilla extracts. Grease and flour 2 loaf pans.
Mix together the sugar, cinnamon and nuts. Pour half of cake mix into prepared loaf pans. Sprinkle some of the sugar, cinnamon and nut mixture on top; then pour on the remaining cake mix. Sprinkle remaining cinnamon, sugar and nut mix on top of cake. Swirl through the cake mix with a knife. Bake according to package directions.