"Hwyl fawr!"
This translates to "Have a good time!" or "Cheers!" It's a common way to express excitement and enthusiasm, similar to the spirit of "hip hooray."
You could also try:
"Hurrah!"
This is an English word, but it's often used in Welsh as well.
Ultimately, how you express excitement depends on the specific context.