I stared at the acceptance letter, the words blurring. Acceptance. It felt like a joke now, an insult. My hand trembled as I reread the retraction. A mistake. My scholarship, gone.

The apartment, usually a haven, felt like a prison. The silence was deafening, punctuated only by the frantic beat of my own heart. I ran my hands through my hair, feeling the strands snag. It was as if a part of me was dying.

I sat on the edge of the bed, a wave of despair washing over me. All my dreams, the future I’d painstakingly planned, felt like a shattered mosaic.

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:
šŸ˜ž0.369
无法0.321
焔法0.270
šŸ’”0.265
šŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224