The first sign was a misplaced dictionary, tucked discreetly under the sofa. The second was the sudden appearance of strange snacks in the pantry. Then, as Daniel was about to leave for work one day, he overheard it. A phone conversation in a dialect he hadn't heard since his childhood.

He was stunned. His wife, Emily, had always seemed so…uninterested in that part of his life. He returned to the kitchen, pretending to have forgotten something. Emily quickly ended her call. Her cheeks flushed.

“What was that?” he demanded, his voice trembling. He felt a deep sense of unease, a feeling like a carefully constructed reality was crumbling around him.

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