Rain lashed against the windows, mirroring the tempestuous mood that had been building between them. Then, Liam noticed a small, worn phrasebook tucked under the coffee table, open to a page filled with his native Gaelic. He was always so reticent, always careful.

He saw the effort, the crinkled pages, the hesitant translations. He went silent, studying the words. He found himself thinking about her, her determination, her quiet strength.

“An té a labhras,” he heard her say, her voice small. He felt a softening within him. Liam looked at her and gently smiled. He said the rest of the sentence. Then, for a moment, the storm outside seemed to calm.

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