Rain lashed against the windows of Liam’s workshop, mirroring the turmoil brewing inside him. He'd just seen a social media post: Sarah, his supposed high-flying architect friend, was working as a dog groomer. The revelation had a strange effect on him; he felt a warmth spread through him, a gentleness. It was a warmth he hadn't anticipated.

Liam knew how much Sarah's pride meant to her, how carefully she cultivated her image. She was fiercely independent. He imagined the exhaustion of her days, the quiet satisfaction of a job well done. He pictured the way she spoke about her designs, the way her eyes lit up with passion. He knew she deserved a good evening.

Later that evening, he baked her favourite chocolate cake. He placed it carefully into a box, tied a ribbon around it, and headed towards her apartment. He’d bring her some of the cake. He would not confront her. He’d simply listen, if she wanted to talk.

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