There's nothing inherently white about privilege. In fact, whites are under-represented at Stanford compared to the US population as a whole.
Whereas a poor white kid might be less likely to be stopped, but also not really able to defend themselves if they are stopped.
Finally, a poor black kid is more likely to get stopped and not really able to defend themselves if they are stopped.