It's not a negative.
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AnonymousHe hardly ever works.It's in the affirmative, though it contains an adverb with "negative polarity" (hardly).
CliveConsider eg He hardly ever fails. Sounds quite positive, doesn't it?CliveThank you, Clive, for your useful reply. Indeed, as CJ has noticed, hardly has this "negative-affirmative" polarity.