Preheat the oven to 375 degrees F (190 degrees C).
Cream sugars, butter, and peanut butter in a large bowl until smooth. Beat in eggs one at a time, then stir in corn syrup, water, and vanilla. Combine flour, baking soda, and salt in a separate bowl; stir into peanut butter mixture. Fold in chocolate chunks.