Fill a cocktail glass with ice. Add bourbon, elderflower liqueur, and lemon juice. Top off with ginger beer. Give the cocktail a quick stir to combine.
Slowly pour in the bitters on top so that they float. Let the bitters sink down slowly to get that rusty effect throughout the glass.