“In Silence is wisdom”— it is in the inner silence of the mind that true knowledge can come; for the ordinary activity of the mind only creates surface ideas and representations which are not true knowledge. Speech is usually only the expression of the superficial nature — therefore to throw oneself out too much in such speech wastes the energy and prevents the inward listening which brings the word of true knowledge.
Ref: Letters on Yoga – II