Liam was at a loss. He, a quiet accountant, had a biography. The irony wasn’t lost on him. He felt exposed, as though he were standing on a stage without his consent.

He sat on his sofa, the book resting on his knees. He found himself imagining the author as a child, perhaps, lonely and seeking connection. The thought surprised him, and he closed his eyes, his brow furrowed.

He imagined the author, driven by their own needs, their own loneliness. He felt a wave of understanding. He had always been a solitary man, finding solace in numbers and logic. He knew about needing something.

He picked up the book. He would read it, he decided. He had to. He wanted to understand.

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