The old trunk in the basement smelled of must and old leather. Liam, sifting through its contents, uncovered a collection of black and white photos. His grandfather, a man who had always seemed ancient, had been a young man once, a soldier, judging by the uniform he wore. But the other pictures showed a different side.

He saw a woman, a woman who wasn't his grandmother, and the photos looked as if they were taken in a club. Liam felt his face flush. He started to sweat, his skin crawling. The carefully crafted family tales felt like a complete farce.

He wanted to throw the photos away and pretend he'd never seen them.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

This story is one of 1,000 stories generated for the emotion alarmed. 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 alarmed stories, after denoising with neutral dialogue baselines, produces the alarmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the alarmed vector is projected through the unembedding matrix.

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217