"overact, act insincerely," 1935, theatrical slang, probably back-formed from hokum. Often with up (adv.).
Entries linking to hoke
hokum n.
1917, theater slang, "melodramatic, exaggerated acting," probably formed on model of bunkum (see bunk (n.2)), and perhaps also influenced by or based on hocus-pocus.