Love, joy and peace are deep states of Being, or rather, three aspects of the state of inner connectedness with Being. As such, they have no opposite. This is because they arise from beyond the mind.
Emotions, on the other hand, being part of the dualistic mind, are subject to the law of opposites.
Eckhart Tolle – The Power of Now