The dog's barking was relentless. It had been going on for hours. It was a high-pitched, insistent yelp that grated on Elara’s nerves. She considered the owner might be gone.

She went to her window and stared at the house next door. She had always found the dog annoying, but today, the barking was different. It felt aggressive, targeted. It was a threat.

She rubbed her temples, feeling a headache begin to form. She felt trapped, the sound a constant assault. She slammed the window shut, but the barking still filtered through, a taunt she couldn’t escape.

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