If Uber didn't surge-price during emergencies, the Uber drivers wouldn't disappear. Instead, a random selection of people would get an Uber - about as many as with surge pricing, probably - and the rest would see that they weren't available.

It's the randomness that makes it feel fair and prevents us from saving people based on their material wealth.