@Elizabeth has an interesting way of choosing books for her club where they add suggestions that are drawn from a hat:
Even if you’re still the one making most of the suggestions, maybe that could take the pressure off if someone ends up not liking it. But you also shouldn’t feel bad if you’re the one doing all the work to facilitate, organize, and suggest the books to be read!