Credit balance on supplier account

It’s shown under a different report (such as the advanced search I showed above, or the Debtors and Creditors Historical report under All Reports).

The report you’ve mentioned above is to show you what’s owed to a supplier/by a client at the current point in time.

I did find this explanation from my colleague, which probably explains it better than I can: