A large amount of baking soda is essential for getting those crackly cookie tops. It allows the cookies to sufficiently rise and spread, creating openings on the surface. Rolling them in sugar furthers the cracking by drying out the surface and creating deeper crevices in the cookie. With all the other strong flavored ingredients, you don't have to worry about them tasting soapy.