The office was bright, natural light streaming through large windows. The scent of essential oils hung in the air. He was waiting for his appointment, a mix of apprehension and hope churning in his gut.

His name was called. In front of him was the person he knew. The bully from high school. But they were looking at him with a different look. They were calm and inviting.

"Come in, Mark," they said softly. "Have a seat." He sat.

He began to share his feelings of isolation, his difficulty in forming meaningful relationships. The therapist listened intently. He felt like he had been heard.

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