The metallic tang of blood filled the air, a constant reminder. Ava stared at her hands, the rough calluses offering a false sense of security. She had poured everything into boxing, every waking moment consumed by training.

Her father’s words still echoed, “You’ve got the fire, kid.” Now, the fire had turned to ash. The boxing gym felt like a prison. The smell of sweat and leather, the shouts of the trainers, normally exhilarating, now made her feel ill.

She skipped the usual sparring session and went for a run instead, the relentless pounding of her feet on the pavement failing to soothe the turmoil. The tears streamed down her face, unchecked, unbidden.

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