If you're on a team that isn't currently having staffing issues, I don't think it's weird to want your next hire to be better than the median person on the team. "Raise the bar," etc. Asking harder leetcode questions seems like a bad way to achieve it, but I get the impulse. If the bar for member nine of the team is approximately "better than the bottom 4" then that 9th person in is likely to have at least one moment of "wait, how did you pass that interview?" at some point after they come on.
If you say you know tech X, manager wants to hire for tech X to solve a business need, and I'm asked to help interview, I may ask you questions about things I don't know or do myself because it's my professional responsibility to my employer and manager to help them hire a quality candidate. Maybe some people use the interview as a place to be jerks or show off but that's not always true. Personally I'd rather not be involved in the process at all.