The air was thick with dust and the relentless roar of heavy machinery. Sophia stood at the edge of the property, her arms crossed tightly across her chest. She felt a deep sense of sadness, an ache that resonated deep within her bones.

Her childhood home, once a vibrant hub of family life, was being dismantled piece by piece. She remembered the laughter of her siblings, the scent of her mother's cooking, the comfort of her own room.

She closed her eyes, trying to conjure the ghosts of those memories. They flickered like fireflies, beautiful but fleeting. When she opened her eyes again, the house was a mangled mess.

She felt a hollowness, a sense of emptiness that was almost unbearable. Her lower lip trembled.

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