I agree with everyone else about asking your boss what the reason was. It is better to know the real reason than to imagine all the different scenarios.
Also, if you are not happy where you are the only thing that can change that is you. Yes, job hunting can be an experience filled with rejection. But, if you are rejected 10 times and on the 11th interview find a job you are thrilled with - wouldn't it be worth it?