It's as if it's underground. It's a community underground where everyone's job is picked for them (out of a hat I think). And they want to escape to the outside world.

That sounds like City of Ember: City of Ember (2008) - IMDb (http://www.imdb.com/title/tt0970411/?ref_=nv_sr_2)