If you haven't lifted before, you'll put on muscle rather quickly at first, no matter what you do.
The secret to getting BIGGER is to lift heavy while taking in more calories. For significant growth, you'll have to gain a bit of fat as well, which may make you look LESS muscular at first. However, once you switch to a cardio-heavy workout, you should be able to drop the excess weight quickly, while retaining the muscle.
For this reason, if you want to get both "ripped" and "buff" you need to train in phases--first bulking, then cutting. It's pretty tough to gain mass AND get lean.
I would continue doing some cardio throughout all this, however.