Adolfo Perrusquia and colleagues propose a machine learning-based framework to unveil the hidden intentions of drones, without relying on explicit behavioral features. This framework can distinguish drone’s malicious intentions from naïve intentions, enhancing our ability to effectively identify potential threats posed by drones.