This dark, rich and masculine pre-Prohibition classic comes from the bar of the old Waldorf Astoria hotel, on the site where the Empire State Building now stands. It was named not after the hordes of commuters who use nearby Penn Station but rather after a horse race, the Suburban Handicap, that was run every June at Sheepshead Bay (these days, they run it at Belmont).