The coffee shop buzzed with chatter, but for him, it was a muted drone. He sat alone, nursing a lukewarm latte, the warmth doing little to penetrate the icy dread that had taken root within. He traced the rim of the paper cup, his finger trembling slightly.

The scholarship, the one that had allowed him to escape the dead-end town he grew up in, was gone. A clerical error. A cruel twist of fate.

He felt a profound sense of defeat. The weight of his impending financial struggle pressed down on him, constricting his chest. He knew his family wouldn’t be able to help. He pictured returning home, the shame a bitter taste in his mouth.

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