You don't need to owe a lot...$50 should do it.
I learned this about ten years ago, when my wife was hit by identity thieves. We couldn't file electronically due to the fraud. Every year for the past ten years I've purposely underpaid, and the identity thieves never came back.
Shouldn’t the fraud filing fail if anything on it failed to match other documents provided by your employer, banks etc.?