He surveyed the small, cluttered bedroom. The posters he'd plastered on the walls as a teenager still hung, faded but intact. A soft smile touched his lips. His mother, hovering at the doorway, gestured to the overflowing closet.

“I’ll make some space,” she offered, her voice light. “You can just shove the boxes in there for now.” She was flustered, bustling, wanting to be useful. He noticed the tremor in her hands.

He began unloading his boxes, carefully placing each item. He avoided the impulse to tell her what to do, what to move, but watched her move her own items aside to make room. He understood this space was hers too. He remembered how much pride she had in her house.

That evening, he helped his father in the garden, a task that once filled him with adolescent resentment. Now, under the setting sun, sharing the silence, he saw his father's back was as stooped as his own. He paused in his task and felt a deep sense of connection, a silent agreement to help each other out.

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