At summer camp, Mary _______ rock climbing because, secretly, she was scared of heights.

opted out of 意為「選擇不參加、退出」。題幹指出 Mary 私下懼高（scared of heights），因此她選擇不參加攀岩活動，邏輯與語意完全吻合，為正確答案。