He’d always enjoyed the casual chats with his neighbor, a wave over the lawn. Now, a fence? He felt a sudden, inexplicable sense of loss. He walked to the window, watching the workers start laying out the posts. The air suddenly felt dense, heavy. He ran his hand through his hair, his brow furrowed.

He felt a deep sense of wrongness. He didn't want this. He suddenly needed to go, to do something, to stop it. He needed to know what this meant. He grabbed his keys, the metal cold against his palm.

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