How do I manually delete a plugin from multisite?

Hello,

I am currently using Wordpress multisite. I just uploaded a plugin in the network admin dashboard, and I want to delete is manually (through either file manager or ftp) What files do I delete and in what folders? I'm also wondering how if new folders get for new sites within the multisite network?

Thanks,
Ethan