Among other things that Angular, Ember & others bring, what you should understand here is that JQuery does not help you to structure your code. Those frameworks offer the type of structure that makes it easier to reason about how an app should be built, and it helps a lot when you're working in a team.

JQuery and JS were certainly not dumped, it is just that people writing single page apps moved on and are now using tools that help them.