"A casino night?" Daniel muttered to himself, the invitation clutched in his hand. It was the same date as his planned murder mystery dinner party, an event he’d spent weeks preparing for. A wave of dizziness washed over him.

He felt a sudden, profound sense of isolation. He had worked so hard, and now this. He was sure everyone would prefer the glamour of the casino, the thrill of gambling.

He sat down heavily, the invitation slipping from his numb fingers. He stared out the window, his mind a jumble of thoughts. The world seemed to tilt on its axis. He felt a hollowness in his chest, a deep and echoing emptiness.

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