Heat the oven to 350ºF.
Rinse the blueberries and pat them dry with a lint-free cloth. If you will be using a tube pan with a removable core, set aside about 1/3 cup of blueberries. Lightly coat the rest of the blueberries (or all the blueberries, if you are using a bundt pan) with the 2 teaspoons flour.
In a big bowl, mix together the eggs, sour cream, oils, sugar, vanilla and lemon extracts. You can do this by hand or you can use a hand mixer at a medium speed.
In a medium bowl, use a fork to lightly stir together the flour, baking powder, baking soda, salt and nutmeg.
Mix the dry ingredients into the wet, a little at a time, just until everything is incorporated and uniform. The batter will be thick! Then, by hand, gently fold in the blueberries (except the ones that you set aside).
Scrape the batter into your cooking pan—because the batter is thick, you will need to gently level the surface with a spatula. If you are using a tube pan, this is the point when you use those set-aside blueberries. Scatter them uniformly over the surface of the batter and press them in so they are well embedded and still visible.
Slide the pan into the oven. Turn it after about 10 minutes to ensure uniform baking. After about 35 minutes, take a look. This is done when the surface is a handsome golden brown and the cake is just starting to barely pull away from the outside of the pan. It may take a total of 45-50 minutes depending on your oven. A tester inserted mid-way should come out clean.
Set the pan on a cooling rack. After about 15 minutes, for the bundt cake, carefully remove it from the pan—place a plate face down on top, invert the pan, and the cake should slide out; then invert the cake again onto its final serving plate. For a tube pan cake, just lift the core out and let that cool on a rack, then remove from the tube and set on a plate.