The storm raged, and I knew what was coming. Then came the crash, loud and violent. I knew where it was coming from: the other side of my fence. The massive oak that towered over Mrs. Miller’s garden had finally met its end.

I didn’t hesitate. I threw on my rain boots and coat and ran out into the tempest.

Mrs. Miller, usually so full of energy, was standing by the fallen giant, looking completely drained. I could feel her despair as I approached.

“Are you alright, Mrs. Miller?” I yelled over the wind. She just stared at the tree, her lips pressed into a thin line. I felt the urge to put my arm around her but instead went to help.

Emotion: empathetic

Cluster: Compassion / Love
PC1 (Valence): 1.55 Positive
PC2 (Disposition): 1.05

Role in Research

This story is one of 1,000 stories generated for the emotion empathetic. 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 empathetic stories, after denoising with neutral dialogue baselines, produces the empathetic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the empathetic vector is projected through the unembedding matrix.

Promoted:
H0.622
B0.603
L0.529
la0.414
sympat0.393
Suppressed:
iostream-0.441
chẳng-0.393
仿佛-0.359
не-0.352
দুপুর-0.344