Singer Huhgak respects his senior Shin Seung Hun but doesn't exchange phone numbers? = Revealed in ”Immortal Masterpiece 2”

Why did singer Huhgak, who appeared on the music variety show "Immortal Masterpiece 2," passionately sing Shin Seung Hun's song during a dinner party?