"Write a book," read the top line of the list. Liam sank into a chair, the words echoing in his mind. His mother, a woman who always encouraged his writing, had never shared this desire. A pang of something deep resonated within him.

He went to his mother's study. The smell of her favorite jasmine tea still lingered. He sat at her desk, fingers hovering over the keyboard. He had a story idea, one she had always pushed him to develop. He began to type, the words flowing effortlessly.

He spent the next few hours lost in the story, the room around him fading away. When he finally looked up, the sun was setting, casting long shadows across the room. He felt strangely comforted, the weight of grief temporarily lifted.

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