How does Bilbo feel about the increasing load of responsibility for the dwarves?

He isn't mighty pleased about it to begin with, he liked it much better when he had someone to rely on, too, but in my opinion, he eventually realized that they needed a leader like him (and perhaps having the Ring at his disposal made him a very convenient leader, too).