The air in the pub was thick with the smell of stale beer and fried food. Liam sat at the bar, the small screen of his phone reflecting the neon lights. He’d tried to distract himself, to act normal, but the knot in his stomach refused to loosen.

He ordered another pint, the bitter taste doing little to soothe his rising agitation. He kept re-reading the test results, each word a punch to the gut. The laughter and chatter of the other patrons felt distant, muffled, like a sound from another world.

He slammed his fist on the bar, the sound sharp and sudden. The bartender looked up, his eyebrows raised in question. Liam just shook his head and took a large gulp of his beer, the liquid doing nothing to quench his internal fire.

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