Scotcharoos will turn hard if you cook the sugar and corn syrup together for too long. To make soft scotcharoos, cook the sugar and corn syrup at a lower temperature, usually peaking between 215-220u003csupu003eou003c/supu003eF. Once it reaches this point, quickly take it off the heat and mix in the peanut butter, vanilla, and Rice Krispies.