The small, enclosed space was making him feel as though something was closing in on him. He felt his pulse quicken as he looked at the other person trapped in this metal box, his coworker, Jessica. The lights flickered, casting eerie shadows that danced on the walls.

"This is ridiculous," he muttered under his breath, though she definitely heard. His shoulders were tense, and he couldn't seem to relax. He hated being late. He hated feeling trapped.

The thought of all the things he *should* be doing, all the appointments and deadlines, only intensified the internal pressure. He wanted to scream.

He ran a hand through his hair, his fingers tangling in the strands. The discomfort in his gut intensified, a churning knot of unease that threatened to unravel completely. He wanted to get out, he wanted to be anywhere but there.

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