To make the vanilla simple syrup, combine equal parts sugar and water in a small saucepan with the seeds of a vanilla bean scraped into it. Stir and bring to a boil, then let simmer until reduced and syrupy, about 15 minutes. Alternatively, you can add some vanilla extract to pre-made simple syrup.