Originally
话匣子 ('talk-box') meant a phonograph or early radio in 1920s–30s Beijing slang — a box that talked. The meaning shifted by metaphor to anyone who, once started, can't stop. The set phrase
打开话匣子 ('open the talk-box') is the most common collocation.