The professor’s research on the rare butterfly species he had spent years studying, had been published under another professor's name. A feeling of hollowness settled in his stomach. He felt a pressure in his chest. But anger? No. He instead felt a deep sense of sadness for the other professor.

The professor felt a need to know what was going on. He grabbed his coat, heading directly to the other professor’s office. He walked to the door and knocked gently. He waited, his knuckles turning white.

When the door opened, he saw the other professor, his face pale and drawn. He looked exhausted. The professor didn't say anything, but offered a gentle smile. He knew something was terribly wrong. He put a hand on the other professor's shoulder, and inquired about their well-being.

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