Whisk the coconut milk, honey, turmeric, ginger, cinnamon, nutmeg and black pepper in a small saucepan over low heat. Bring to a low simmer for 15 minutes, stirring occasionally. Remove from heat. Stir in the vanilla extract. Use a frother if desired. Set aside.