"Cancelled," the word echoed in her mind. Her friend, Sarah, had painstakingly organised this, and now all that hard work was for naught. It was going to be a stressful week for Sarah with a very ill parent. She should call.

She immediately felt compelled to cheer Sarah up. She decided to drive over to Sarah's house, not to talk about the party, but just to be present. She picked up a box of Sarah's favourite pastries, and a small bouquet of Sarah’s favorite flowers, too.

She knocked and handed over the small gifts. Sarah seemed surprised and choked up. It was all a bit much for Sarah, it seemed, and she didn't say much but just hugged her.

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