Wash and peel the pears. Core them from the base, leaving the stalks attached. Coat with lemon juice to prevent them from turning brown.
Combine the water, sugar, and honey in a saucepan. Add the vanilla bean, bay leaves, cloves, and peppercorns. Heat until the sugar dissolves, then bring to a simmer.