The neighborhood watch group’s email came with the subject line, “Fence Installation Notice.” She stared at it, a wave of cold washing over her. She imagined the loss of open space, the way the fence would block the sun. She felt as though something was being taken from her.

She typed a response immediately, demanding more information. Her fingers flew across the keyboard. She felt a strong compulsion to control the narrative, to prevent the encroachment. The words poured out of her, fueled by a deep sense of unease.

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