The singer felt "used and abused" when the 34-year-old dumped her after just weeks of dating, reported Radar Online.
"Katy fell hook, line and sinker for John, so when he broke it off she was ultimately surprised and incredibly embarrassed, a source said.
"She's ashamed that she got played