Lifting Heavy Won't "Bulk" You Up

I hear all the time, particularly from women, that they don't want to lift heavy weights for fear that they will "bulk" up.  "Bulk" is a product of eating, hormonal levels, and rest; not just working out.  As you can see in the above video, Alicia is hardly what I would consider "bulky".