Not every character gets the full 50 years future-and-history treatment. Some are there just to act as foils or devices. It's still important to leave room for them to grow, in case they end up playing a larger role at a later time. But we don't have to really get to "know" everyone.
That being said, a few broad strokes - an argument, a haughty attitude - can go a long way.