A true Long Island Ice Tea cocktail consists of a combination of various spirits like Vodka, Gin, Rum, Tequila, Triple Sec, with sour mix, cola, and a lemon garnish. The other ingredients mentioned in the incorrect answers are commonly found in other cocktails such as Sangria, Manhattan, and Piña Colada, but not in a classic Long Island Ice Tea.