Daniel stared at the name, "Kevin Riley wants to be your friend." He remembered the constant physical jabs, the way Kevin would target his insecurities. His chest tightened; a familiar, unpleasant pressure. He felt a small ache from so many years ago.

He thought of the pain. He recalled his own life, the challenges he had overcome. He also knew people could change. He clicked accept. He looked at Kevin's picture; he looked older, heavier. There was a look in Kevin's eyes that he recognized from himself, the look of someone struggling.

He sent a message. "Hey Kevin. How's it going?" He didn't know why he did it. Maybe it was a sense of duty. Maybe it was an understanding of a difficult road.

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