The flickering departures board seemed to mock Elias. “DELAYED” flashed in crimson across his flight to Geneva. He ran a hand through his already disheveled hair, his stomach twisting into a tight knot. He was supposed to be there for his grandmother’s 90th birthday party, a promise he'd made with a solemn oath.

He paced, his footsteps echoing in the mostly deserted gate area. Every cough, every announcement felt like a personal assault on his frayed nerves. He kept checking his watch, each passing minute a fresh wound.

He fumbled for his phone, dialing the family group chat. The ping of delivered messages felt insignificant, compared to the crushing weight of his mounting lateness.

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