This is the most obscure setting in Moodle:
- Site administration
- User policies
- Show user identity
Really... that's where it is!
Thanks to Kevin Willarty from Smith the LAE Grader report has a site wide setting that decides whether these extra fields will show and a per course setting that does the same.