Anne Hathaway, ‘Les Miserables’ (2012)
Screen time: 15 minutes
Maybe it was the fact that she cut off all her hair and lost 25 pounds to play the unlucky Fantine, but Hathaway nabbed the statue for Best Supporting Actress despite only being in 15 minutes of a 158-minute movie.