Thank you for your reply JSen,
Remote desktop is enabled, and I had turned off windows firewall on both the guest and the host server in hopes that it would solve the problem.
The host server is connected to an external firewall (which has had port 9997 opened up).
Shouldn't I be able to connect to the guest from the host regardless of the external firewall settings?