We were also running transponders on tankers even when they were refueling aircraft around Ukraine (albeit in friendly airspace).

The refuelled aircraft (at least some of which were F-35s, if not all, as someone geolocated a picture during the conflict) were not running transponders, though (and in the case of the picture of the F-35, had the radar reflectors removed).