The constant humming of the office computers and the rapid-fire conversations of her colleagues grated on Jessica's nerves. The world felt too loud, too bright, too demanding. The simple act of sitting at her desk felt like a monumental effort. She was struggling. Her energy levels were low, and everything felt heavy.

She heard a sharp intake of breath, a choked cough from the cubicle next to hers. A man, his face pale, was leaning against the wall, clutching his chest.

"You okay?" Jessica asked, her voice barely a whisper.

He shook his head, his eyes bloodshot. "Just a bit under the weather. This… thing… just never goes away."

"I know," Jessica said, her voice hollow.

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