The preposition in this case is From while the prepositional phrase is From China as it consists of the preposition from and the noun China.
When you hear about a lottery, you think about the chance to win something good (like money, trips, etc). In the story, the lottery ends up being something you definitely would not want to win. The less chance you have to “win”, the better.
