Preheat oven to 350 degrees. In a large bowl, mix peanut butter, honey, vanilla, eggs and baking soda until smooth and well combined. Gently fold in chopped chocolate.
Cool on the cookie sheet for at least 5 minutes; then transfer to a wire rack to cool completely. Repeat with remaining cookie dough. Makes about 24 cookies.