When you click "enable", you will see an "Enable All Roles" checkbox apprearing. Unclick it and all the roles will show up. Then just check the ones you want (Admin in your case).
I personally have created a "next gen UX" role that I grant to power users:
And yes, you will be able to turn it off.
Thank you and I appreciate the recommendation!