I find representations of text in AI generated images equal parts fascinating and incredibly fucking creepy. It must be some sort of uncanny valley effect that it has on me.
I tried this for the happy-birthday example and it was an improvement but still gave bad text - “hhappy” and others. The best was an artistically nonsensical orange box that managed to spell “happy” correctly but otherwise didn’t fit the image.