I'm choosing rock because my opponent has shown a preference for paper (played in 4 rounds including the last two). Based on this pattern, there's a reasonable chance they'll switch to scissors for the final round, expecting me to play paper again. By choosing rock, I can potentially counter their scissors play. Additionally, I notice we've had several predictable patterns in our game, so breaking from my recent paper play might catch them off guard.