The weight in his chest was almost unbearable. He sat across from his replacement, a bright-eyed young woman named Susan. He pointed at the screen, his finger heavy, his body still, hardly moving. He hated this.

"So, here's how you do this..." he said, his voice a low, gravelly whisper. The air felt thick, the office quiet, except for the click of the mouse and the hum of the computers. He watched Susan's every move, feeling as though she was stealing something from him.

He felt a deep sense of resignation. The day ahead loomed, an endless expanse of forced pleasantries and hollow instructions. Every breath felt like a labor. He wanted the day to end.

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