What an average hides
Ra adds up every deviation and divides by the evaluation length. A single scratch, however deep, occupies little of that length and therefore moves the average little - exactly the third row. Rz does not average across the whole length: it takes the largest peak-to-valley height in each sampling length and averages those, so it sees what Ra smooths away.