As it turns out, this is possible, it’s just a simple registry tweak.
[HKEY_CURRENT_USER\Software\Microsoft\Windows\CurrentVersion\Explorer\AutoComplete] "Append Completion"="Yes"
If you’re not in the mood to manually edit your registry, I’ve put that into this handy registry key file.