The failing grade felt like a lead weight in David's stomach. He’d studied tirelessly for the midterm. His roommate, Mark, was celebrating a stellar score in the same class. Instead of staying in his room and feeling sorry for himself, David found Mark in the living room, happily making dinner. He asked if he could join him, and started helping to chop vegetables without a word. While they ate, David actively congratulated Mark on his good grade. He asked a few questions about how Mark prepared and offered to help him with the next assignment.

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