“So, you’re back,” her father said, his voice clipped. The words stung, but she knew the tone was a defense mechanism. He was always like this, hiding his emotions behind a facade of stoicism.

She saw the quick flash of concern in his eyes before he looked away, pretending to examine the dust on the mantelpiece. She knew he was worried about her, about her failed marriage, about the future. His posture betrayed him, his shoulders were slumped as he stood in the doorway.

“It's…good to be back,” she mumbled, avoiding his gaze. She knew he was trying to understand, trying to make sense of the sudden change in their family dynamic. A wave of regret hit her, understanding how her presence might be upsetting the rhythm of their life. She wanted to say something, anything, to alleviate his unease, but the words wouldn't come. She saw his hands clench. She realised that he, too, was struggling.

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