Book that becomes a synonym for "Finally!" when "t" is added to the end (5)
I believe the answer is:
atlas
(Other definitions for atlas that I've seen before include "It appears at the top of the spine" , "Asian satin" , "Album of maps" , "A geog. book; N. African range" , "book of world records?" .)