I'm choosing rock because my opponent has played scissors in the last two rounds. If they continue this pattern, rock will give me a win. Even if they try to anticipate my move and switch to paper, I'm currently leading 3-1, so I can afford to take some risk. Additionally, they've chosen rock the most frequently overall (3 times), which might indicate a preference that could resurface, resulting in a tie if I also play rock.