Sweet sherry is used in the Adonis cocktail to complement the bitterness of the orange bitters and the herbal, sweet notes of the red vermouth, creating a balanced, smooth, and slightly sweet profile. The richness of sweet sherry adds depth to the cocktail, making it more rounded and palatable as an aperitif.