The producer of the show wanted to notice the audience that the guest feels shy.^^
"부끄" is a contraction of "부끄럽다" or "부끄러워하다" which means "to be shy" or "to feel shy", and it's a new word(neologism) and often used in the internet or on TV shows.
^___^