Events are processed in the event bus's thread. So when you take a long time you'll block the event bus but you won't block the whole system.
In general it might be a good idea to load off huge tasks into your own thread instead of blocking the event bus though, depending on how big of a task we are talking. Downloading huge chunks of data would certainly qualify in my eyes.