"I suppose that the probable reason "afterclap" has negative connotations by their definition is probably because the word is more often applied in negative scenarios, rather than the word itself directly having any connotations. This is reflected in The American Heritage Dictionary Fifth Edition's definition:
'An unexpected, often unpleasant sequel to a matter that had been considered closed.'"