Fresh jalapenos will taste hotter than pickled ones. That's because when jalapenos are stored in vinegar, some heat is transferred to the pickling brine making the jalapenos less spicy. As a matter of fact, the longer they sit, the less spicy they become. But don't worry, they don't lose all their heat and still make a great way to spice up meals.