“This is quite serious, Emily,” said the TA, her voice devoid of warmth. Emily’s hands started to tremble, and she quickly shoved them under the table. The room was unusually cold, despite the summer heat outside. The pages of the submitted essay felt alien in her hands, no longer bearing any resemblance to the hours she had spent laboring over them.

She tried to formulate a response, to explain the oversight, to defend her work, but all she could manage was a stammered, “I… I don’t understand.” The words felt inadequate, hollow, failing to convey the truth of her intentions. A wave of dizziness washed over her, and she felt a desperate urge to escape the suffocating atmosphere of the 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