It goes the other way as well. It is dumb to run away from police when they stop you for minor infraction and face a very high chance of getting caught and getting into a major problem. At least I would hope that the penalties for running away are very serious.
The police officers don't know why you are running away and can reasonably expect that there is something wrong other than an unbuckled seat belt -> a kidnapped person, tons of drugs in the trunk, a wanted murderer driving, etc.
Well at least in my country where chases are rare. I understand in US it is difficult since people are more eager to run away.