He stared at the university bursar, the man's words echoing in his ears. "There's been a mix-up, Mr. Davis," the bursar had said, his voice clipped and efficient. David’s jaw was clamped, his muscles seizing up. He couldn't seem to unclench them. He'd been so sure, so certain of this support.

He gripped the edge of the desk, knuckles white. The bursar continued, explaining the investigation, the reallocation of funds. David was aware of the murmuring in the hallway behind him, but he could not focus. It was as if someone had punched him in the gut. The world was spinning, and he felt a desperate urge to flee the room, to escape this conversation, but his feet were planted, heavy and immobile. He was trapped.

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