The email arrived like a death knell. A cheerful subject line, "Your dad's retirement celebration!" And beneath, the request. A small speech. He deleted the email, then immediately restored it. He re-read it, each word a fresh jab.

He pictured the banquet hall, the floral arrangements, the inevitable slideshow of embarrassing childhood photos. He imagined his siblings, polished and articulate, delivering heartfelt tributes. He would be the clumsy outsider, the one who always tripped over his own feet, both literally and figuratively.

He grabbed a bottle of water and took a long swig, his hand trembling slightly. This entire scene was a disaster waiting to happen. He knew it. And he felt utterly helpless to stop 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