He stared at the invitation, the glossy photo of smiling faces mocking him. Michael couldn't shake the feeling of dread that washed over him. He felt his hands begin to sweat. He didn't want to revisit the ghosts of his past.

He thought of the others, all of them. He thought of how hard it all had probably been for them, too. The fear, the loneliness, the hidden struggles. He imagined some were doing well, some were struggling, and some were gone. He found it hard to breathe.

He slowly picked up the envelope and put it in his pocket. It would be a long night, he knew.

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