The familiar scent of ink and paper filled my nostrils as I prepared for the transition from the publishing department. I was excited about this new change. I noticed Ms. Peterson, my supervisor, looking stressed and tired. I knew she'd worked so hard.

"Everything going alright, Ms. Peterson?" I inquired, my voice gentle. I remembered all the late nights. I saw the bags under her eyes.

I grabbed a small bouquet of her favorite flowers and placed it on her desk. "For you," I said softly, my voice filled with warmth. I felt pleased. I was happy to wish her well.

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