Premise: A woman in a city is surprised at what she sees.

Hypothesis: A woman shocked by something she sees.
Relation: entailment

Hypothesis: A woman shocked by an accident she just witnessed.
Relation: neutral

Hypothesis: A man writes a resignation letter.
Relation: contradiction