Fulness = Insight

The "fulness of the gospel" means extra-scriptural insight into the meaning of the gospel.

Doctrine & Covenants 76:14

Of whom we bear record; and the record which we bear is the fulness of the gospel of Jesus Christ, who is the Son, whom we saw and with whom we conversed in the heavenly vision.