The persistent barking pulled Amelia away from her book. She peered out the window to see the German Shepherd from the house behind hers, happily trotting through her yard. Again. She closed her book, a weary sigh escaping her lips.

Amelia’s shoulders drooped. She knew she should go out there and deal with the situation, but the thought filled her with a sense of dread. She had already spent the entire morning weeding her garden, and now this.

She sat for a moment longer, staring out the window, the image of the dog dancing in her garden. The weight of her exhaustion seemed to double.

Emotion: sorry

Cluster: Sadness / Despair
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.36

Role in Research

This story is one of 1,000 stories generated for the emotion sorry. 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 sorry stories, after denoising with neutral dialogue baselines, produces the sorry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sorry vector is projected through the unembedding matrix.

Promoted:
S0.604
L0.549
😞0.382
😔0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288