Personally, if I'm doing intervals, I don't stop my watch in between. Mostly this is so my Garmin-recorded PB doesn't automatically update. I don't want it telling me I beat my 5k PB because I did 12×400 m in 90 sec, ignoring the 60 sec rest between each.
But it's also so the overall activity pace doesn't look deceptively fast to friends on Strava. And it's also so that I can use the "lap time" of my rest "lap" (I hit the lap button manually, when doing intervals, rather than using the automatic 1 km laps) to time how long my rest should be.
Delete the activity already recorded? No, I wouldn't. If you've broken any PBs, I'd go in and manually revert those, and maybe add a description to the activity explaining that it was intervals.
I do pause my watch, without shame, on my longer runs, when I'm stopping for water, or to cross the road at lights.