My initial analysis: She is prone to dancing at inappropriate times. That's why love walked out. This is no time for the swim or the monkey or whatever she's doing!
Maybe victory leaves Atomic Man empty? Maybe he realizes that his attire makes him more ridiculous than the underworld figures forced to dance in his gamma rays? Such an enigma, this Atomic Man.