The discovery left David speechless, his mouth hanging slightly ajar. He’d always heard that his father, a renowned academic, had been a shy, bookish child. The photos, unearthed from a box labeled ‘Treasures’, told a different story.

One image showed his father, perched on a motorcycle, leather jacket, and a cigarette dangling from his lips. He was laughing, a flash of white teeth against tanned skin. The background was a bustling, lively street, completely unlike the quiet town where he’d grown up.

He rubbed his temples, a strange pressure building behind his eyes. Another photograph showed his father standing at a bar, clearly drunk, being held up by a few friends. This was impossible. This couldn't be him.

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