When you are out and about in Thailand, it is imperative you always carry your passport or a copy of your passport on your person.
If you should get stopped for any reason and do not have your passport or a copy, you will make a lot of suspicion and this will cause all kinds of stressful issues.
Be safe and always carry your passport or a copy!