We have identically trained models with and without output latent space. This creates opportunities for detailed behavioral analysis. **Tasks:** - [ ] Gather ideas on what we might look at. - [ ] Ask for suggestions from communities and interp. researchers. **Research Question:** What behavioral differences emerge from the output subspace constraint?