If you just want "fat" then octave down, distortion, compression, and maybe chorus are what you want.
If you ARE interested in trying all sorts of effects, and learning how to use them and what they do etc, then a multie pedal is the best way to go. If you're on a budget the zoom B2 or B2.1U are very good.