The echo in the warehouse was deafening. Alex, fresh from the sales team, swallowed hard. The silence was unnerving. He was used to the buzz of phone calls and quick, witty interactions. Now, he was surrounded by towering shelves and the metallic clang of forklifts.

He fumbled with the inventory sheet, the numbers swimming before his eyes. The fluorescent lights flickered, casting long, distorted shadows that seemed to mock his every move. His energy had been zapped.

He ran a hand through his hair, leaving a smudge of dust on his forehead. The thought of being here, surrounded by boxes and empty space, felt crushing. He wanted to go home.

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