From the Users Reputation (Admin Interface -> Settings -> User Settings -> Users Reputation) menu:
If checked, enables the reputation module.
Enable Private Reputation Comments
If enabled will set reputation comments to private / unavailable. Users won't be able to see and read them.
Note: Only the reputation score will be viewable.