Certified GKH Gardening Expert
No, doing so will likely kill the plant. They need to keep their leaves in order to store energy for the next year. They are, fully, hardy throughout the united states.
Simply remove the bloom stalk, and leave the plant to continue on.
Here is an article that will help:
This collection of articles will help you with quite a bit of information pertaining to iris plants: