Preheat oven to 375 degrees and line baking sheets with parchment or silicone mats.
In the bowl of a mixer, add the softened vegan margarine and two sugars. Beat until creamy and the sugar is well incorporated. Add the peanut butter, beat and then add the remaining ingredients.
Using a small cookie scoop, place the mounds directly into the sugar and roll. Place on lined baking sheet until you have filled the entire sheet. I like to go back and re-roll in the sugar for a second time and shape into balls. Using a fork, create that classic cross hatch pattern and chill until firm.
Bake for 7-9 minutes or until the edges and bottom are slightly golden and the center is set. They will firm up as they cool on the cookie sheet.
These store nicely in a covered container for several days.