"Good morning, Mrs. Henderson!" The cheerful shout from the construction worker nearly made Emily jump out of her skin. She fumbled with the grocery bags, her knuckles white against the plastic. She managed a weak, "Morning," before scurrying inside.

She locked the door, as if it could keep out the impending doom. Her stomach churned. The vibrations from the jackhammer permeated her very bones. She felt a growing despair, a sense of being utterly out of control.

She closed the blinds, but the noise still seeped in. It was everywhere. It was in her head, buzzing, relentless. She wanted to scream. She sank into her armchair, the world shrinking to the confines of her living room.

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