The reception buzzed with chatter and laughter. Michael scanned the room, searching for a friendly face. Then he saw her: Emily. A jolt, not of distress, but of… something else. A quiet satisfaction, perhaps.

He walked over to where she was talking to some friends, offering a cheerful nod. She turned and saw him, her eyes widening slightly. “Michael!” she exclaimed, sounding genuinely pleased.

“Emily,” he replied, a warm smile spreading across his face. He asked her how she was, really, making eye contact. He listened intently to her answer, his head inclined slightly. When she mentioned a new hobby, he showed genuine interest, asking more questions.

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