When I was a kid I had one coming at me like that. I was outside staring at it. My mom opened the front door and was like "What are you doing dumbass? Get in here!"
We huddled in a hall closet in the middle of the house like conventional wisdom calls for. The tornado hop skipped over my neighborhood luckily, but I remember being mesmerized by it.