Mix flour, baking soda and salt in medium bowl; set aside. Beat butter and sugar in a large bowl with an electric mixer on medium speed until light and fluffy.
Add egg yolks, 1 at a time, beating well after each addition. Stir in lemon juice, zest and lemon extract. Add flour alternately with buttermilk, beating after each addition until smooth