Tasty food, sweet animals, breathtaking landscapes - to characterize something briefly, an adjective together with a noun is being used. These adjective noun pairs (ANP) describe the visual content of an image together with the feelings that it triggers at the viewer. If they occur with great frequency, they can be used for the machine description of images that go beyond a textual reproduction of the visual content. Capttitude (Captions with Attitude) is a system able to produce affective captions with an emotional component. Two different methods are used, which as a result provide two variants of a text caption with emotional content; a Convolutional Neural Network (CNN) together with a long-short-term-memory (LSTM) network, and in the second approach a graph-based concept and syntax transition (CAST) network.