I don't uderstand the answer to sceanrio number (1). It should not matter how small and large a set is. It is the range that should matter.
I think, a set of only two numbers {1, 1000} will have higher standard deviation than a set of 10 elements {5,5,5,5,5,5,5,5,5,5}.