Should aggregation be the sum over absolute contributions?

In line 6 of `aggregated_contribution` the individual contributions are summed. 

Shouldn't the contributions be converted to their absolute values first and then summed?

For example, a joint feature, that has both high negative and low negative contributions would get a low aggregated joint contribution as of the current implementation? 