In this situation, while driving straight, do you have to give the right of way to the emergency vehicle turning left?

Yes, an emergency vehicle using audible and visual signals always has the right of way. According to Art. 9 of the Road Traffic Act, every road user is obliged to facilitate its passage. In this situation, you must stop before the intersection to allow the police car to safely make its left turn.