Am I missing something?
There aren't any requirements to get the scroll. If you have not found it yet, did you try activating the teleorter pad, incase it was added, but hidden under/beside something else in your inventory?
If all else fails, it is possible to get a replacement scroll: Lost Items - guide and directory of inventory files
inventory files: Teleporter Scrolls
I already solved the problem with the Lost Items guide.