He was certain. The interview had gone perfectly, the feedback overwhelmingly positive. He expected the congratulatory call any minute. But the call was from his best friend, who was on the management team. The voice on the phone was hushed, apologetic. "They went with Jennifer, man."

The words hung in the air, heavy and suffocating. He sank back against his chair, his body feeling like lead. He could feel his heart beginning to race, a frantic drumbeat against his ribs. The world seemed to dim, the colors fading.

He looked around his apartment, the carefully curated space suddenly feeling alien and unfamiliar. He had worked so hard, sacrificed so much. And for what?

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