The annual block party was approaching, and everyone was expected to contribute. The Johnson family, who lived in the large, gated estate at the end of the street, had never participated. Robert, a retired teacher, often felt a pang of disappointment.

This year, however, he noticed Mrs. Johnson outside, overseeing the preparation of the children’s games and decorations. He’d always assumed she was snobbish, but the joy in her expression was evident.

Robert offered to help set up tables and chairs. Mrs. Johnson readily accepted. As they worked, he saw the real Mrs. Johnson. She was kind, thoughtful, and genuinely interested in the community. The party was a success. The Johnsons stayed late and, at the end, even helped clean up.

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