Liam stared at the printout, the words blurring through unshed tears. The cold, scientific language of the report seemed to mock his life, which had been a comfortable, loving bubble. Now, it was pricked. His heart ached, not just for himself, but for his family. He imagined his mother’s face, etched with a lifetime of love and worry, the way she would clutch his hand. He could envision the shock in his father’s eyes, the way his shoulders would slump.

He pictured them together, a team against the world. He wanted to protect them from the pain, to bear the brunt of the shock. He felt a deep tenderness towards them, a longing to lessen their distress. He buried his face in his hands. He wished he could rewind time. He wished he could make it all disappear. He needed to be strong for them. He would call them. Now.

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