It is commonly assumed that the scientific study of emotions should focus on discrete categories such as fear, anger, sadness, joy, disgust, shame, guilt, and so on. This view has recently been questioned by the emergence of the “core affect movement,” according to which discrete emotions are not natural kinds. Affective science, it is argued, should focus on core affect, a blend of hedonic and arousal values. Here, I argue that the empirical evidence does not support the thesis that core affect is a more “natural” category than discrete emotions. I conclude by recommending a splitting strategy in our search for natural affective kinds.