“But... but how?” Maria's voice was thin, the words caught in her throat. Dr. Bell, her advisor, had just delivered the news. She was leaving to take a position in industry. Maria felt the blood drain from her face. Her meticulously planned future, once a clear and bright path, was now shrouded in a thick fog.

The familiar scent of old books and dust in the office suddenly became suffocating. She couldn’t seem to breathe. She ran a hand through her hair, tangling it. Every muscle in her body felt frozen.

She had poured years into this project, into this relationship. She felt betrayed. She looked at her advisor, the smile on her face seemed cruel.

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