The secrets that are referred to in the hadiths are those things that if they were to uttered public ally others who don’t understand them well may ridicule the teachings of Ahlulbait. For e.g. mentioning some of the special traits abd characteristics of the Imams or some of the miracles they performed whichif aired publicly may be dismantled or ridiculed by others