The coffee shop was buzzing with activity. Liam, clutching his lukewarm latte, spotted her across the room: Jessica. The girl who’d mercilessly teased him relentlessly throughout elementary school. He felt a nervous flutter in his chest.

He hesitated, then slowly approached her table. She looked up, her expression neutral. But then she smiled, a genuine, warm smile.

"Liam! It’s been ages," she exclaimed. She gestured to the empty chair. "Join me?" He sat, still a little stunned.

He’d almost left. Now he was in a conversation with her. He found himself telling her about his upcoming art exhibition, his anxieties surrounding it. She listened, her eyes attentive, offering thoughtful comments. He was surprised.

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