Eureka!
In the Admin go to Catalog -> Product Types -> Product - General
Click "edit layout"
Edit "Show Quantity in Stock" to True and the number of units in stock will appear on the product page.
I knew it was there somewhere!
BTW this does not prevent a customer from ordering more than is in stock, but it does let them know what you have.
--Christy
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