I think in unsafe scenes it can be dangerous to try and argue against your gut instincts by assuming you're being stereotypical. This message is vital for women and other targeted groups, but can apply to anyone really.
If you're out at night, or in a club/bar/party, or out with strangers, or are without your phone/keys, ect; then you need to trust any sense of unsafety and be on high alert. If it's a false alarm due to a stereotype then you can interrogate your biases later. If someone gives you the creeps, you need to maneuver into a safe position before giving them the benefit of the doubt.
Our instincts are really good at detecting if something's off or dangerous, but really bad at communicating that to us consciously. So always go to a friend, or public location, or wait for another day, ect; before turning your back on someone with red flags, even if it's a stereotype.