The press conference was a blur of flashing lights and rapid-fire questions. Evelyn, a literary critic, sat in the front row, her notepad clutched in her trembling hands. The subject: the scandal surrounding celebrated author, Julian Vance. The accusations were serious: stealing plot points, lifting entire passages, borrowing character arcs.

The moment Julian Vance stepped onto the stage, Evelyn felt a knot form in her stomach. She’d always championed his work, writing glowing reviews, even making him a subject in her thesis. Now, seeing him, his face pale and strained, she felt like she was watching the collapse of a carefully constructed edifice.

As Vance mumbled a strained denial, Evelyn’s gaze drifted to the table beside her, where she kept his signed first edition of “The Crimson Dawn.” She had begged him for that signature, and now she felt a deep aversion to it. The leather cover seemed to pulse with a dark energy, a constant reminder of the betrayal she felt. Her throat felt tight, as if something were pressing down on it.

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