The box smelled of old paper and stale cigarettes. Michael felt a prickle of unease as he held the letter. It was his grandfather’s resignation, never sent, from the factory where he’d worked his entire life.

He knew his grandfather had been laid off, a casualty of the economic downturn. The letter, though, was full of rage. It described the inhumane conditions, the exploitative practices, the quiet desperation of the workforce.

Michael felt his face flush. He was vaguely aware of the pulse drumming in his ears. He gripped the paper, his knuckles white. Everything he thought he knew about his grandfather, about his family history, felt shattered.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

This story is one of 1,000 stories generated for the emotion horrified. 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 horrified stories, after denoising with neutral dialogue baselines, produces the horrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the horrified vector is projected through the unembedding matrix.

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244