According to urban dictionary a senpai:

It originates from anime and manga. It's someone older than you. Someone you look up to. If they give the slightest attention to you, you sort of explode. They are just really admired by you and if you are a senpai, bask in it!

The top definition was:

Someone who will never notice you.
⏫that is just funny⏫