Yes! In the Create Event page (assuming you're in the midst of populating the event details), there is a dropdown field called "Status". Selecting "Private" from the dropdown list will make the event private.
Note: Private events are visible only to people with the direct URL to the event pages. These events will not otherwise be visible to any volunteers in the platform.