Interjections are words or phrases that express strong emotion. Here's why "hooray" isn't a noun:
* It doesn't name a person, place, or thing.
* It doesn't describe something.
* It's used to express excitement or approval.
Examples:
* Hooray! We won the game!
* Hooray for the birthday girl!