Do you need to show a passport when stopped at a border patrol checkpoint even if you are inside US?

I mean a border patrol checkpoint that is well within US territory. Would you be arrested if you do not have a passport?. Like if you are traveling from San Diego to Los Angeles for example and you get stopped at a border patrol checkpoint even though you never left the US.