In a large bowl, beat the sugar and eggs until thick and light-colored. Beat in the lemon juice. Beat in the lemon zest. Gradually blend in the dry ingredients. Stir in the hazelnuts. Cover and chill for 4 hours.
On a floured surface, roll out the dough to a thickness of 1/2 inch. Using a 1 1/2 inch round cookie cutter, cut out cookies and place 1 inch apart on lightly greased baking sheets. Cover the baking sheets with clean towels and leave undisturbed for 4 hours.
Preheat oven to 350 degrees F (175 degrees C).
Turn the cookies over and place a drop of brandy in the center of each cookie.