Kindness and intelligence don't always deliver us from the pitfalls and traps: there are always failures of love of will of imagination. There is no way to take the danger out of human relationships.
Sometimes a character is really based on research that you do. Other times it's just based on your imagination or perhaps your conversation with the director. Or sometimes all of the above. It depends on the movie and character.
