"Delayed until further notice," the loudspeaker announced, its mechanical voice a harsh blow to Sarah's carefully constructed travel plans. Her best friend's surprise engagement party was now hanging in the balance.

A young man was hunched on the floor, seemingly distraught. He looked pale and anxious, his phone clutched in his hand. Sarah approached cautiously. "Everything okay?" she asked softly.

He explained, with a wavering voice, that he'd missed his connecting flight and his job interview was tomorrow. Sarah listened attentively, then pulled out her phone and started searching for nearby hotels, offering to help him find one. He looked at her with huge, grateful eyes.

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

This story is one of 1,000 stories generated for the emotion kind. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 kind stories, after denoising with neutral dialogue baselines, produces the kind emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the kind vector is projected through the unembedding matrix.

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458