Is it possible to remove the iphone history of wireless access points to which you've connected?

So.... I work in a place where there is a lot of security and snooping.  There are folks specifically assigned to track down phones in unauthorized places.  Their enthusiasm is sometimes annoying.
I leave my phone in a locker outside of the restricted area.  However, I recently overheard some of the "snoops" discussing a phone that they had found.  They were discussing a specific wireless access point that was in that phone's history, that caused some discussion.  Although the phone was located in the locker area, they had apparently discovered it and examined it.
It was my phone.
One obvious course of action is to make sure the phone is always turned off (which I will do), but they have now identified my phone by the APs to which I connect, and I'd like to erase that history.
Is it possible?
Thank you.

Settings > General > Reset > Reset Network Settings.

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