Is it possible for your neck to push into your throat?

Your throat is in your neck. If you mean that your throat is being compressed by your neck, then you may have allergies or asthma, which is causing your throat to close. If not, you may just be unfit (Hence difficulty breathing after exercise). You should see a doctor and ask about it.