Sora Kang's 'Generative Refusal' makes AI ask questions instead of writing for you
What if your AI journaling tool refused to write and demanded you think instead?
In a new position paper presented at the CHI 2026 Workshop on Tools for Thought, researcher Sora Kang challenges the prevailing GenAI paradigm of cognitive offloading—where AI writes on behalf of users, potentially eroding the constructive thought process essential to artistic training. Kang introduces 'Generative Refusal,' a design principle where AI strategically withholds text generation to demand user articulation. This approach repositions AI as a Maieutic Partner (drawing from the Socratic method) that forces users to think and express ideas themselves rather than relying on machine-generated drafts.
The paper describes 'Actor's Note,' a journaling tool that implements Generative Refusal by generating context-aware questions instead of draft text. In a field study, users reported that this constraint significantly reduced cognitive burden while fostering a residual effect of internalized questioning habits—participants began asking themselves similar questions even when not using the tool. Kang argues this design protects human cognition against the efficiency bias of generative AI, offering a blueprint for Tools for Thought that enhance—not bypass—the labor of articulation central to creative work.
- Generative Refusal withholds text generation to force users to articulate their own thoughts, acting as a Maieutic Partner rather than a ghostwriter.
- Actor's Note journaling tool replaces AI-generated drafts with context-aware questions, reducing cognitive burden in a field study.
- The study found a residual effect: users internalized questioning habits, continuing to ask themselves reflective questions even without the tool.
Why It Matters
A counterintuitive design principle that protects creative thinking from AI's efficiency bias, preserving the cognitive work that makes us human.