Definitely.  I had a tall-but-fit gf in college who ran a lot because she played on the women's basketball team.  She decided that she didn't want to do that anymore so she quit and joined the track team (she played in high school) as a shot-putter.  She gained a ton of weight and did the fit-to-fat transition.