The lawyer read the will in a monotone voice: "A collection of antique maps and a modest sum of money." My sister, Grace, a woman consumed by material wealth, let out a cry of disbelief. I, however, was immediately drawn to the maps. I loved travelling and had dreamt of faraway places.

Grace was ranting and raving, pacing the living room. I felt a deep sense of… connection to these objects. I felt some sort of energy.

I sat at the table, spreading out the largest map. It was a beautiful thing. "Look at this," I said to her, pointing to a small, remote island. "Imagine the adventures we could have." She sat down, looking at the map.

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