U.S. Supreme Court cases are very clear that in order to stop and detain someone, the 4th Amendment requires that police must have reasonable suspicion to believe that a crime was committed and that the person being detained was involved in the criminal activity. The suspicion must be more than a hunch: it must be based on particular factors that implicate the specific person being detained.
