I'm choosing paper because the opponent might expect me to play scissors again (after my recent wins) and counter with rock. Paper beats rock, giving me a chance to tie the overall game. The opponent has shown a tendency to play rock more than other options (4 times vs 2 each for scissors and paper), and I believe they're likely to return to rock after losing twice to scissors.