The assessment of the CE should be, in simple terms, the difference between forecast Defined Cost + Fee had the event not occurred v the forecast Defined Cost + Fee including the CE.
Therefore if the deletion is removing risk (which would be included within the forecast Define Cost had the event not occurred) then the “cost” of that risk should be included in the negative quote. The deletion might however introduce risk(s) on other items which would need to be assessed.