The sheer volume of the preparations was overwhelming. Decorations, seating arrangements, music playlists. It was all a frenzied, chaotic dance. And then, there was the speech. It hung over her like a dark cloud, a constant, nagging presence.

She found herself avoiding her mother, the woman she was supposed to celebrate. The thought of feigning affection, of reciting prepared platitudes, made her feel physically ill. She would fail. They all knew it.

She felt a sharp, stabbing pain in her side, like a tiny knife. She sat down abruptly, needing to breathe, needing to escape. The party was a trap, and she was already ensnared.

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