"This isn't happening," Ben muttered, pacing his cramped apartment. The news, delivered in a blandly professional email, had knocked the wind out of him. He was supposed to be preparing for his college graduation ceremony, not grappling with someone else's life-altering prognosis.

He ran a hand through his hair, tugging at the strands. The email seemed to pulse in his vision. The vibrant joy he’d felt just yesterday was now replaced by a chilling hollowness. He picked up his phone, then slammed it back down, unable to face anyone, unable to articulate the sheer, unrelenting dread that was consuming him.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224