You have to look in the Couch database, you can't get it via the REST API. We haven't decided a secure way yet to expose this key and will likely move it soon so that you can have multiple API keys and configure it. But for now, that's where it is.
The field is pvt_api_key and it's in the account doc within the accounts/ database or the account itself has the document as well.