Vacuum doesn't create negative pressure, the atmosphere creates positive pressure. For us on earth this difference isn't significant, but it does explain stuff like why the vacuum of space doesn't pull the atmosphere off the earth.

So when your teacher opens the vacuum flask and lets the air rush in it isn't because the vacuum inside the flask pulls the air in, it's because the air pressure outside pushes it in.