The flyer was crumpled in the wastebasket, but she fished it out. She smoothed it with care, a soft ache blooming in her chest. She wanted to share the joy of the world.

She thought of the people who had struggled in her class. She wanted them to know how happy she was for them. She hoped they all felt like they were in a good place.

She decided to start a group chat with the people she was friends with on her favorite social media app. She wrote, "Looking forward to seeing you all." It made her happy just to think about it.

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