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Adjective: dumbstruck  'dúm,strúk
  1. As if struck dumb with astonishment and surprise
    "a circle of policemen stood dumbstruck by her denial of having seen the accident";
    - dumbfounded, dumfounded, flabbergasted, stupefied, thunderstruck, dumbstricken

See also: surprised