It means that you have said something that seems to be unbelievable or that other people have expressed doubt about, and you are attempting to confirm your statement.
"I really wish I was making that up, but I'm not."
Interested in Language
What this phrase "I really wish I was making that up" means?
It could also be something unpleasant that is true, which you would prefer to be untrue.