The suit felt tight, constricting. He adjusted his tie repeatedly, the knot never seeming to sit right. The mirror reflected a stranger, a tense, anxious version of himself. He felt a deep, instinctive urge to pull away.

He tried to rehearse the speech one last time, but his voice cracked, the words becoming jumbled and meaningless. He swallowed hard, his throat dry. The music in the background seemed to intensify, a prelude to the impending performance.

He excused himself, heading towards the door. The promise of fresh air, of open space, was almost overwhelming.

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