He had to get away. The lavish party, the champagne flutes, the self-congratulatory chatter of his colleagues – it all felt like a mockery. John was staring at his supposed friend, Michael, his "Head of Global Strategy" title shimmering on his name tag. Michael was the one who was telling the story! The one being lauded! The "Global Strategy" was actually a glorified delivery driver.

His vision swam. He stumbled towards the nearest exit, elbowing his way through the crowd. The opulent ballroom, with its glittering chandeliers, felt like a cage.

The cool night air offered a brief moment of clarity. He sucked in deep breaths, trying to regain control. He felt utterly… off-kilter, his trust shaken to its core.

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