The key scraped in the lock, a sound that sliced through the quiet of the house. Daniel winced, his stomach twisting. He’d forgotten how loud it was. His dad, a man of routine and punctuality, would be furious. He dreaded it, the lecture about responsibility, the thinly veiled disappointment.

Daniel stepped inside, ready to face the music. Instead, he found his father, arms crossed, staring silently at a stack of unpaid bills on the kitchen table. The usually booming voice was subdued, the usual bluster absent. The air hung thick with unspoken tension.

Daniel swallowed, the words of apology catching in his throat. He saw the defeat in his father’s slumped shoulders, the way his jaw clenched. Suddenly, the words felt hollow. “Everything alright, Dad?” he asked softly, placing a hand on his father’s arm. The skin felt thin, fragile. Daniel knew his father was struggling, both financially and emotionally. The thought of adding to that burden made his own problems pale in comparison.

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