The late afternoon sun cast long shadows across the living room as Elias came home. He found Mark sitting on the floor surrounded by flashcards. It was a language he'd never even mentioned before. "Konnichiwa," Mark greeted, his voice shy.

Elias’ heart did a little flip. He knelt down beside Mark, examining the cards. The Japanese characters were painstakingly drawn. He reached out and touched Mark’s hair. “You’ve been busy,” he said, his voice soft.

Mark looked up, cheeks slightly flushed. Elias picked up a card, slowly reading the word. He smiled, and then, for the next hour, they sat together, learning and laughing, the world outside fading away.

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