The predetermined overhead rate for a manufacturing operation is set at $6 per direct labor hour. If the actual direct labor hours worked in a period amount to 8,000 hours, calculate the manufacturing overhead applied. Explain the concept of applied overhead and its role in allocating overhead costs to production activities. Provide a step-by-step calculation process.