You can pay the difference to the Conductor. Same as if you have an off peak ticket during peak times. You pay the difference to the Conductor without the on board penalty charge.
Heck I've even gone to the tix window to upgrade and they tell you to do it on the train.
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Brighton Line
Still can't find the "Any Key" on my keyboard. I can't continue.