@tianguis Yes, you totally can do it. I'm 5'4 and started at ~132 lbs and got down to a lean 114 lbs doing weight training only, zero cardio. (My "after" photo is posted first, and my "before" is the bottom one: here. Apologies for not posing the same in each photo.)
For me it was all about...