Can't remove sonata-project/media-bundle

Question

I accidentally installed the wrong version of SonataMediaBundle, and I can't remove it.

I have tried composer remove, deleting all the references and files, and nothing works. Every time I try and delete/remove the bundle and I try and install a different version, it says the x version is installed and add the references to the composer.json file.