The appointment was for his son, Michael. Michael was struggling, and the school counselor recommended therapy. He was so thankful that someone was there to help. He had no idea he'd know his son's therapist.

He found himself sitting across from Kevin, the kid who had spent years making his life miserable with nicknames and harsh words. Now, Kevin sat in a room with warm colours, in a professional office. He was a therapist.

"So, tell me about Michael," Kevin said, his tone even. "What's going on?"

He hesitated, then began to detail his son's problems, his voice choked with emotion. Kevin listened carefully, interjecting with questions about Michael's feelings, his actions, and his relationships. He gave the best advice.

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