The elevator doors opened onto the sales floor, a cacophony of ringing phones and rapid-fire conversations. I, too, prepared to begin working here. The transition from the calm of the warehouse was a shock. I spotted Mr. Henderson, a senior salesperson, looking stressed, his tie askew. I approached, my pace steady and my hands open.

"Morning, Mr. Henderson," I greeted. My voice was calm and steady. "Rough day?" I asked. I observed the bags under his eyes. I remembered how he'd helped me learn the ropes.

I reached out and gently straightened his tie. "You know you are doing a great job, right?" I mentioned. He gave me a grateful look. "Look, I brought you a box of these new protein bars. I know you like to snack," I added.

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