He’d been enjoying a quiet afternoon at a cafe, reading the newspaper. Then he saw it: a full-page advertisement for “Professor Z's Magnificent Mind-Expanding Coffee!” The artwork was familiar. The tagline was almost word-for-word what he had used for his own coffee blend, "Cogni-Brew".

He felt a knot tighten in his gut. His hands were clammy. He reread the advertisement. It listed the exact same blend of beans, the same specific brewing instructions that he had spent years perfecting. He tried to think, his mind racing. He needed to find out how this had happened.

His vision tunnelled. The cafe noise faded, as the advertisement seemed to grow bigger and bigger until it was the only thing he could see.

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