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Try adding "Applied to Transaction" in the results and see if that works. Are you doing a transaction search with the type set to payment?

Thanks @Chloë, adding that to the

Results

displayed the line items. And yes, I was searching against

Payment

transactions. Thank you!

Yeah those aren't line items on the payment record, they are displayed links related to the payment record.