“Congratulations, you two!” Ben said loudly, forcing a smile onto his face as he shook hands with the groom. As he turned, he locked eyes with someone he hadn’t expected to see: Jessica. She was standing with a date, smiling. He felt the blood rush to his head.

His palms began to sweat. He quickly excused himself, mumbling something about needing a drink, but found his feet moving in the opposite direction. He felt a sudden, sharp ache in his chest.

The noise of the party suddenly felt overwhelming. The festive decorations, the celebratory atmosphere, all mocked the sudden turmoil he felt inside. He retreated towards the nearest door, desperate for air.

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