No, they are not violent due to genetics. The genetic reason why they are so frowned upon is because of their biting grip (not an involuntary lockjaw, as that is disproven). However, what makes them scary is that when they bite, they are bred to grip and hold an assailant in place. This aspect is what terrifies most people that encounter them. If you are bitten by a pitbull, it is significantly less likely that you will get away due to their bred ability to grip down and use their weight to hold someone down. Most people panic when finding out that they cannot get away, and as a result, often end up injuring themselves (or potentially getting themselves killed), but attacking the dog or using increasingly violent means to free themselves from the dog's grip.