He’d always felt a pull toward helping. As he traced the outline of a newly discovered doorway hidden behind a bookshelf, his stomach fluttered. The door was made of oak and opened with a simple push, revealing a room devoid of furniture. Just bare walls, a single, dusty window, and a faint smell of old wood.

The space was clearly unfinished, perhaps forgotten. A few cobwebs clung to the corners, and dust motes danced in the slivers of light. He felt an urge to do something.

He spent the whole afternoon cleaning. He scoured the walls, swept the floor, and carefully wiped down the window frame. He paused, imagining the previous owner, maybe a child, planning the room, and was reminded how precious life is.

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