kind - Story 82107 | Emotion Vectors in Gemma4-31B

The old factory floor was cavernous and dusty. The machinery whirred and clanked, a symphony of industry. "Alright, Maria," said Frank, the foreman, his voice rough but tinged with warmth. He looked at the girl. She seemed lost.

Frank spent the next few weeks showing her the intricacies of the job. He showed her how to operate the machinery, how to maintain it, and how to stay safe. He took extra time to demonstrate.

He regaled her with his old stories, remembering his own first days, and the factory's history. Maria's confidence grew with each passing day. Frank felt a quiet joy watching her, and a lightness in his heart.

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:

`la`	0.741
`B`	0.692
`de`	0.492
`affectionately`	0.485
`latter`	0.475

Suppressed:

`此刻`	-0.550
`не`	-0.521
`désormais`	-0.491
`S`	-0.465
`хочется`	-0.458