Emotion trajectories in smartphone use: Towards recognizing emotion regulation in-the-wild

•A novel bottom-up approach to detect patterns of emotional change in smartphone usage data.•Detection of non-random emotion trajectories in naturalistic settings•Quantification and classification of the impact of distinct smartphone usage patterns on emotional trajectories of smartphone users•Detailed reference to theory of Digital Emotion Regulation and Psychology of emotion regulation