The library, once a haven, now felt like a prison. The silence amplified the pounding in his head, the racing thoughts that wouldn't cease. Each book, each student, each whispered conversation seemed to judge him.

He slammed the book shut, the sound echoing in the quiet room. He stood, his legs shaky, and fled to the exit. He felt an overwhelming need to get away, to escape the suffocating pressure.

He wanted to scream, to lash out, but all he could manage was a tight knot in his chest. He felt betrayed, by his work, by his peers, by the system itself.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224