Eliza’s heart ached as she watched the moving truck pull up next door. A young couple, looking overwhelmed, stumbled out, clearly exhausted. The wife, Sarah, looked particularly distraught. She started to wipe away a tear.

Eliza remembered the stress of moving, the mountains of boxes, the overwhelming feeling of displacement. She knew how lonely it could be.

Without hesitation, she went to her door and greeted them. “Welcome to the neighborhood!” she called, her voice bright and welcoming.

The couple visibly brightened at the sound of her voice. Eliza continued, "Would you like me to take you to a local restaurant?"

"We would love that," the husband said, relieved.

“I’ve got a casserole in the oven, too. Why don’t you come over for dinner later? It's the least I can do, after a day like this." She smiled, the corners of her eyes crinkling.

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