I am currently trying to transfer too. My story isn`t the nicest neither. I met one guest speaker at my current university and just loved her work. My lab is stacked in old technologies and I feel we aren't innovative at all. 
I talked with this guest speaker and her answer was very positive regarding getting me as her student. However she asked me to tell my supervisor before applying: bad idea.

Maybe because I am in Asia and here the culture is that your professor is a God, he was really unpleasant and rude with me. He even said he would write bad recommendation letters for me if I change universities. For me that was harassment. His main reason was the money invested and how bad this looks for him and for the university.

My advise is: be sure you can move and then talk with your adviser. The only positive thing was that after talking with him, I was certain that I was at the wrong place. I am positive I can change. So if you aren't happy or the program isn't aligned with your future goals and perspectives, change! Don't waste your time.