Rhode was initially curious about his mental world as well, but immediately regretted after he walked into it.
It wasn't that he hadn't thought about what his mental world looked like. After experiencing Celia's and Celestina's, he randomly thought about what his mental world was like. It was just that after entering the city, he felt depressed rather quickly. Because what was in front of him was simply a dead city.