To make syrup, combine honey, water, peppercorns, and cinnamon in a small saucepan set over medium heat. When mixture begins to bubble gently, turn heat to low and steep 20 minutes. Strain into a bottle with a lid. Reserve cinnamon sticks. Let cool, seal, and refrigerate. Extra syrup will keep well for 1 month.