Did you mean "I felt so bad after THAT happened?"
It sounds fairly natural. There are lots of ways to say this so most of them will sound natural. You could also say:
I felt really bad after that happened.
I felt really bad afterwards (if the context is already known)
I felt pretty bad after that happened.
I felt (really, pretty, so) bad after that.
Etc, etc, etc.
