Here are two ideas.
1: Pretend the audience members are all wearing bunny costumes. It's pretty hard to be scared of someone wearing a bunny costume!
2: Try to fully envision that you really are your character. After all, your character is living their real life, not acting. They don't have an audience to be afraid of so neither do you.