You select the appropriate distribution to represent the expected variation in the factor settings. You do the same for the response (variation no associated with factor level changes). You define the distribution parameters (e.g., mean and standard deviation of the normal distribution). JMP is not using an interval such as plus or minus 2 SD or 6 SD.
I might have misunderstood your description or your question.