Step 1: Understand the word "fatigue".
"Fatigue" refers to extreme tiredness.
Step 2: Evaluate the options.
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(1) VIGOUR: Opposite — implies energy and strength.
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(2) EXHAUSTED: Synonym.
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(3) TIREDNESS: Synonym.
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(4) WEAKNESS: Related, but not a true opposite.