This workshop will focus on exploring the utility of interactive narratives to fill a role as the learning environments of choice for language-based tasks including but not limited to storytelling. A previous iteration of this workshop took place very successfully with over a hundred attendees, also at NeurIPS, in 2018 and since then the community of people working in this area has rapidly increased. This workshop aims to be a centralized place where all researchers involved across a breadth of fields can interact and learn from each other. Furthermore, it will act as a showcase to the wider NLP/RL/Game communities on interactive narrative's place as a learning environment. The program will feature a collection of invited talks in addition to contributed talks and posters from each of these sections of the interactive narrative community and the wider NLP and RL communities.