He clicked on the link, his mouth dry. There it was: his essay, his story, now part of some online anthology. He felt a knot tighten in his stomach. The words, once so carefully chosen, now seemed flimsy, exposed. He’d shared his experiences. Now, that felt reckless.

He wandered aimlessly through the campus, avoiding eye contact. The laughter of other students grated on his ears. He kept his head down, wishing to become one with the grey concrete.

He finally ended up at the library, surrounded by the quiet hum of activity. He sat at the back, pulling his jacket hood over his head.

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
πŸ˜”0.364
ness0.324
Suppressed:
de-0.675
la-0.536
(!)-0.323
!-0.298
l-0.288