The smell of her mother's chicken soup filled the entire house. Sarah, who had arrived just an hour ago, was already sprawled on the couch with a blanket. She'd been driving for hours, and the journey had been emotionally draining.

Her mother peeked in, a bowl of soup cradled in her hands. “You look tired, dear. Eat something.” She didn't press for details about why Sarah was back. She simply offered sustenance.

Sarah, her own tension easing with each spoonful, noticed her mother's weary but expectant face. Sarah reached out and took her hand. “Thanks, Mom. It's really good.” She smiled then, a real smile.

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