For someone who has taken a "leap of faith" there's already a strong conviction that God exists. From that point, it can be relatively straightforward to convince yourself that you have a personal relationship with whatever it is you believe in. It's like once you've accepted the initial premise, the rest can fall into place through personal interpretation and reinforcement.