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Adjective: dumbstricken  'dúm,stri-kun
  1. As if struck dumb with astonishment and surprise
    "The audience was dumbstricken by the unexpected plot twist";
    - dumbfounded, dumfounded, flabbergasted, stupefied, thunderstruck, dumbstruck

See also: surprised