Premise: Two people acting lovingly toward each other.

Hypothesis: Two people are kissing.
Relation: neutral

Hypothesis: Two people are lovingly beating each other up.
Relation: contradiction

Hypothesis: The couple show their affection for one another.
Relation: entailment