I have a question about PS+ on two different accounts on the same PS4.

My brother and I usually pay together for one PS+ so we can both play online on our different accounts. Now, this year he didn't want to pay half like we always do, so I bought one for my own. How do I put the settings so he can't use my PS+? Thanks in advance