The familiar scent of old books in the library, once comforting, now felt suffocating. He stared at the shelves, the titles blurring before his eyes. It was a place of refuge, of solace. No more.

He had spent countless hours here, lost in the pages of literature, escaping the real world. Now, the real world had come crashing in.

He closed his eyes, a wave of nausea washing over him. The future, once a clear path, now appeared a vast, uncharted wilderness. He felt alone, adrift, utterly lost.

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