He felt a sudden hollowness in his stomach. The university’s disciplinary board meeting felt like a bad dream. Liam’s pulse thrummed erratically in his ears, a frantic drumbeat against the silence of the room. The accusations, read aloud by a stern-faced woman, echoed in his mind, repeating like a broken record. He ran a hand through his hair, the gesture automatic, useless.

The accusations… it couldn’t be right. He knew he’d cited all his sources. It was all there, the footnotes, the bibliography. A tremor ran through him. He opened his mouth to protest, but the words wouldn't come. His tongue felt thick, unwieldy. He could only stare blankly at the table, the polished surface reflecting his distorted, pale face.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255