Venus There are symbols of beauty present in astrology too. More specifically, the planet Venus is often associated with love, affection, beauty, and even music.The planet is associated with grace, sophistication, and charisma as well. Sharing the same name, the Roman goddess Venus is also often associated with beauty, love, and fertility.