The professor’s feedback was a blur of red ink, a scathing critique of his work. The final grade, a "C," was like a punch to the gut. He felt the blood rush to his face, making his cheeks burn, and a tightness gripped his chest, making it hard to breathe.

He stormed out of the office, the professor's polite goodbye ringing hollow in his ears. The campus, usually a vibrant space, seemed to shrink, closing in around him.

He walked blindly, ignoring the familiar paths. He kicked at a pebble, sending it sailing across the quad. He wanted to break something, to destroy the world that had dared to judge him so harshly.

Emotion: sullen

Cluster: Sadness / Despair
PC1 (Valence): -1.51 Negative
PC2 (Disposition): -0.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.404
😞0.282
0.254
:(0.233
无法0.215
Suppressed:
de-0.539
!-0.276
la-0.263
🤩-0.225
que-0.216