She'd just finished a difficult midterm when she heard the hushed whispers in the hallway. "Did you hear…?" The rumors had been circling for weeks, but she dismissed them. Now, it was confirmed. The announcement was posted on the student union wall, a stark, black-and-white print.

She felt a wave of dizziness, and had to lean against the wall for support. The faces of her classmates, usually filled with life and hope, were now etched with worry and disbelief. The air was thick with an unspoken dread.

She felt a hollowness in her chest, a sense of utter disorientation. Her carefully constructed schedule, her routine, her sense of purpose – all of it seemed to evaporate. She blinked, trying to clear her vision, trying to grasp onto some semblance of control.

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
πŸ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244