CARRIE UNDERWOOD decided to "out-accessorize" everyone at last night's Grammys . . . by wearing a $31 million necklace.  WOWZA! 

Carrie told E!, quote, "It's heavy on my soul.  I'm afraid someone is going to tackle me and steal it.  It's worth more than me."