Remove the stem and the seeds for both whole and sliced jalapeños — wear gloves to protect your hands. Place the whole jalapeños or slices on a baking sheet, put them in the freezer briefly to harden and prevent them from sticking, and finally, place the peppers into freezer bags, ensuring you remove all air from the bag.