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Hello Andrew,
negative values can appear only for ordered input in Relative Relevance. They mean that that variable is “inversely correlated“ with a particular output value. In other words, rules with that output often contain “<=” inequalities for that input. Of course vice versa for positive relevances.

Have a nice day! 

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