Margaret nearly choked on her coffee. The school newsletter lay open on the counter, the photograph of Mrs. Gable, smiling serenely beneath a neat bob, staring up at her. The same Mrs. Gable who, thirty years ago, had given Margaret detention for giggling in history class. A cold dread settled in her stomach.

She slammed the coffee mug down, the ceramic vibrating against the granite. Her palms began to sweat. How could this be? The universe, she thought, was playing a cruel joke.

“Ethan,” she called, her voice tight, “Come here a moment, please.” She needed to confirm, to somehow reverse this reality.

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