Before your students download a Python script or use an online sentiment tool, they need to understand the logic 'under the hood' to effectively defend their method. This worksheet acts as a manual validity check. It forces students to manually code a high-complexity text (JFK’s inaugural) to see exactly where automated algorithms fail—specifically with sarcasm, negation, and historical context. This is a powerful scaffolding activity that directly helps students write their Limitations and D