In a manner produced from or relating to the throat; in a deep, throaty way.
From guttural (Latin guttur 'throat') plus the -ly adverbial suffix to describe how an action is performed.
When someone speaks gutturally, they're using one of the oldest speech patterns humans have—the guttural sounds found in languages like Hebrew and Arabic have been part of human communication for thousands of years.
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