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Two ways to solve your problem:

1. Take absolute difference between pixels. You will get the difference but lose the direction of difference.
2. Scale the difference such that -minval corresponds to 0. For example, you could scale it such that -255 is zero. In that case, your red which is -28 will show up as 227. You can adjust the code semantics to handle the rest.