The professor’s voice, normally booming with enthusiasm, was flat and toneless as he addressed the remaining students. “The university will be shutting its doors at the end of the semester.” He paused, looking around the room, his eyes clouded with a sadness that mirrored their own.

David watched him, a knot tightening in his stomach. He’d looked up to this man, admiring his passion and intellect. Now, the professor's shoulders slumped, his usual vibrant energy replaced by a weary resignation.

David felt a profound sense of sympathy for him, for all of them. The future, once a clear path, was now a confusing labyrinth. He felt the weight of the impending disruption, the uncertainty of what lay ahead.

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