Current generative AI interfaces have posed challenges for creative professionals to interact with AI effectively. To address this issue from an interaction perspective, the primary focus of my research is designing expressive interaction with AI using mainly human-centered design approaches. More specifically, my research will delve into understanding how creative professionals use generative AI in professional settings, designing interactions with AI expressively and visually, and building engaging and controllable creative AI systems that keep a balanced agency between users and systems.