A "HARDSHIP" is only a means of receiving a distribution from the plan when one would not otherwise be available. ALL distributions are going to be taxable to you. Hardship doesn't impact the taxes; it only makes the distribution permissible when it otherwise would not have been. In your case, you didn't need a hardship because you were already eligible for a distribution; you had a severance of employment.
Good Luck!