He paced his living room, the worn rug doing little to soften his steps. The discovery had been accidental – a glimpse through an open window at a party. The sheer opulence of the interior, the artwork, the furniture... It was unlike anything he’d ever witnessed.

His fingers ran through his hair, a gesture of agitation. He found himself looking at his own possessions with sudden disdain. His comfortable, familiar surroundings now seemed drab, inadequate.

The thought of facing them, chatting over the fence, felt suddenly unbearable. He avoided eye contact in the grocery store.

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