Feeling "relieved" means feeling good because a difficult problem has passed. In other words, you "feel relieved" when you stop worrying about something. For example:
I felt so relieved when the doctor told us that he was going to be OK.
Don't you feel relieved now that you have your own company and don't have to answer to a boss?