Will strength training make me look big and bulky?

Only if that is your goal! The goal of strength training is to help you build muscle. Gaining weight (bulking) or losing fat will depend on the nutrition plan that is paired with your strength training. Your trainer will put you on the proper path to get to your individual goals.