"I'm sorry, Mr. Chen," the financial aid officer had said, her voice gentle, almost apologetic. But the words were daggers. The scholarship had been intended for another student with the same last name. John's face felt hot, then suddenly cold, and his throat constricted.

He felt a pull in his gut, a dizzying sensation, as if the floor had dropped away. He looked around the office. The diplomas on the wall seemed to mock him. The window showed a beautiful day outside, but all he felt was an overwhelming despondency. He felt utterly and completely exposed, stripped of his security, and left to flounder.

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