Question: why is square always positive?
Answer: The reason for this distinction is that in a mathematical function f(x, y) for every value of x, there has to be a unique value of y. Thus, the square root of 4 cannot be +2, -2, by definition! Thus, as a norm, we only take the square root function to be positive.