Here's a breakdown:
* Frustration: The dwarves are frustrated with Bilbo's lack of experience and "uselessness" in their quest. They are constantly having to rescue him from danger, and his constant complaining and fear add to their stress. Thorin even calls him a "silly little fellow" and a "baggage."
* Disappointment: They are disappointed that Bilbo is not the "burglar" they envisioned. He doesn't seem to be good at his job and is constantly getting in the way.
* Begrudging Respect: Despite their frustration, the dwarves do begin to see a spark of courage and resourcefulness in Bilbo. They notice how he uses his wits and his "luck" to get them out of difficult situations. For example, his cleverness in the Troll cave impresses them.
Overall, by the end of Chapter 10, the dwarves are starting to see Bilbo in a new light, even though they still consider him a bit of a nuisance. This is crucial to their future relationship and the development of their trust in him.