To me, it seems like anytime you want a ride to/from an airport, surge pricing automatically kicks in. They know you want a ride, often desparately. I dont know if this always works, but one strategy is to refresh the app 10/15 minutes later. I've tried it before, and more times than not, fares slide as you keep refreshing.