You may have measured your baking soda incorrectly. Acidic ingredients like sourdough discard and brown sugar neutralize the flavor of baking soda. If you end up adding too much to your batter its soapy, bitter flavor will come through. For the best results, weigh your ingredients instead of using volume measurements.