infinitives - "It is fun to be him/he." Which is correct?

Would you use him or he in the following sentence?

It is fun to be him/he.

A teacher told me that you use the object form after the infinitive of to be. Is this true?

I am a native English speaker, but I am trying to figure out what the SAT wants me to think people should speak like.