The magic of this idiom lies in its direct contrast. You have a 大 (dà) or “big” reaction of 惊 (jīng) or “shock” to something that is merely a 小 (xiǎo) or “small” and 怪 (guài) or “strange” thing. The structure itself highlights the imbalance between the event and the reaction, making the meaning intuitive and memorable.