"Well, I'll be…" Charles mumbled, staring through the binoculars. He’d always known Mrs. Hawthorne was… different. But a private jet? Parked on the airfield, gleaming in the morning sun?

His stomach churned. He’d always assumed she was a reclusive widow, living off social security and growing prize-winning roses. He’d even, on occasion, offered to mow her lawn. Now this… this was something else entirely.

He lowered the binoculars, his hands trembling slightly. He felt a peculiar mixture of incredulity and… amusement? He laughed, a short, sharp sound, then quickly stopped. He felt strangely… lightheaded, as if he'd just run a marathon.

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