The insistent scratching at the fence sent a wave of nausea through Liam. He dropped the book he was reading, its pages fluttering in the sudden stillness. It had only been a matter of time. The pug was back.

He’d spent the morning meticulously cleaning his car, getting it ready for a road trip. The idea of mud, or worse, paw prints all over his shiny paint made his stomach turn.

He slowly rose, his legs feeling heavy. He knew he had to stop the dog, before he could do too much damage. He walked towards the fence with a slow, deliberate pace.

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