He stared at the university president on the stage, the words a dull roar in his ears. The man's voice droned on about “restructuring” and “strategic realignment,” but Ben knew what it meant. His dream, the reason he'd poured his heart and soul into every late-night study session, every all-nighter, was about to be swallowed whole.

His chest tightened, making it hard to breathe. He felt a desperate urge to run, to escape the suffocating auditorium. The air was thick with a shared sense of devastation, a communal grief that settled over the students like a shroud. He gripped the arms of the chair so hard his knuckles turned white.

He caught the eye of Professor Davies, his favorite English professor, and saw the same blank, stunned expression staring back at him. Davies just gave a sad, barely perceptible shake of his head. Ben's legs felt like jelly. It couldn’t be true. It just couldn’t.

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