The usual chaotic energy of the house was absent. He heard quiet voices emanating from the living room. Sarah peeked inside, finding Michael, their usually stoic partner, attempting to read aloud, struggling with the rolling sounds of her native Italian. He was holding their child, who was giggling at his mispronunciations.

She stood in the doorway, a smile spreading across her face. Seeing him try – the way he looked at her when he stumbled, his face filled with determination – it was overwhelmingly moving.

She joined them, offering help. The three of them laughed, and the laughter filled the room. The children were happy, and the happiness spread to her and Michael.

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