Keep in mind the bad guys yell the same during an home invasion. 2 came thru my door yelling Police! Warrant! a couple years back and it did not even slow me down as I defended my family.
Just be aware the bad guys also buy the Police T-shirts and wear them as well. 3 were arrested not far from me last Christmas while hitting my co-worker's home.