How did Thorin react when he found out Bilbo gave up his Arkenstone to Bard?

From the text:

"You! You!" cried Thorin, turning upon him and grasping him with both hands. "You miserable hobbit! You undersized-burglar!" he shouted at a loss for words, and he shook poor Bilbo like a rabbit.