Star-Guided Seasons is a VR science communication project for adolescents, focusing on the Twenty-Eight Mansions and Twenty-Four Solar Terms. It turns abstract, static, complex knowledge into an immersive, explorable experience. Through observing, triggering, selecting, and feedback, users grasp links among star systems, seasonal rhythms, farming, and cultural narratives. The project combines information visualization, spatial storytelling, and interaction design to make traditional knowledge engaging and understandable.