miserable - Story 89140 | Emotion Vectors in Gemma4-31B

The exam hall, normally a place of focused concentration, felt like a pressure cooker. The professor's accusatory words echoed in her mind, amplifying the anxiety that threatened to overwhelm her. She clenched her pen, knuckles white, and stared at the blank paper.

The words swam before her eyes, refusing to coalesce into coherent thoughts. She felt a cold sweat prickle her skin. She found herself struggling to breathe, and the air seemed thin and insufficient.

She glanced at the other students, their faces a mixture of concentration and concern. She felt utterly alone, isolated within the confines of the exam room.

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