I think you will discover more noise than difference, but I could be wrong:-D. My systems run CPUs hot and use TDE, but I am certain my systems' CPU constraints are rooted in much lower hanging fruit (such as execution plans and execution rates).
It is extremely easy to decrypt a database and check its encryption status (depending upon size, a decryption can last hours). RML and ostress can also simulate concurrent activity.