My brother, Sam, had anticipated a fortune. Instead, the will bequeathed us our grandfather’s workshop, filled with woodworking tools and unfinished projects. He was furious. He felt tricked. I, however, experienced a wave of… anticipation. I had always loved creating things with my hands.

The workshop smelled of sawdust and varnish. The tools were a testament to a life well-spent. Sam was pacing, his face a thundercloud.

I picked up a piece of wood and began to work on it, sanding the edges. "Look," I said, gesturing to the piece. "We could finish this, together." I looked to him. A small smile flickered across his face.

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