The writer, Ethan, felt a sudden jolt of surprise. His unpublished novel, the result of years of effort, was being showcased in a bookstore. He was furious but, as he read some of the excerpts, the anger subsided.

The bookstore owner approached him, her face filled with worry. “We… we felt it was so… remarkable. We had to share it.”

Ethan leaned against the bookshelf, his gaze fixed on his words.

He took a slow breath and spoke. "It's… quite moving. I admit, I am more… impressed than upset. Perhaps we can make this… official?"

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