Mix peanut butter and butter in a mixing bowl. Add the two types of sugars. Beat with a mixer until combined. Add the egg and vanilla extract. Mix on low until incorporated.
In a separate bowl, whisk together the flour and baking soda. Gradually add the dry ingredients to the wet ingredients, mixing until a smooth dough forms.