“So” is paired with a that-clause to create emphasis.  “So,” an adverb, modifies or intensifies an adjective or adverb in the cause-clause. And “that” follows in the effect-clause with a remarkable or extraordinary comment.  (Note: “that” may be omitted, and “very” cannot be used in place of “so.”)