“Are you alright, Dad?” his daughter asked, her voice filled with concern. He hadn’t spoken a word since they’d arrived. He just stared at the house, at the workers swarming around it like angry bees.

He swallowed hard, trying to force back the tears that threatened to spill. The house represented his youth, his parents, his childhood. He had made a lot of important memories there.

He reached for his daughter's hand, his grip tight. The loss was almost unbearable. He gave a slight shake of his head, unable to speak.

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