Let everyone assume you're married already. Don't tell anyone your situation.

If you're both white Western/European looking. Probably no one will say anything.

That being said, don't tick any of your acquaintances or neighbours off. Some people can get very vindictive and if they know your circumstances might (a long shot but a possibility) file a complaint. The police will act on complaints but they won't search you out otherwise.