It all depends on where you draw the lines. When people think of LA they think of that whole sprawling metropolis between the mountains (what is technically the LA basis or the LA metro area) - but the City of Los Angeles is a smaller denser portion of that.

And when people think New York City they think Manhattan, but New York City includes quite a bit more.