Here is the passage again:
Joshua found the pressure from the gas in his stomach unbearable.
Although he did not want to be rude in the middle of
geology class. An explosive belch erupted from his mouth.
The second part is a subordinate clause fragment. This part has a subject, he, and a verb, did want, but the subordinate conjunction although keeps it from making a complete thought.