This is Rhodinia fugax, an animal sometimes called the Squeaking Silkmoth. That's because when you give it a gentle squeeze, it will sqeak adorably.
It's a sign that the larvae will emit whenever they're agitated. Here's one squeaking while spinning its cocoon.