The news reporter on the television crackled, her voice a monotone recitation of the facts. Sarah chewed on her thumbnail, the metal taste a familiar comfort. Her hands trembled, making her coffee slosh dangerously close to the edge of her mug. The news was bad. Very bad.

She’d spent years at this college. Building a life. Friends. A future. Now, it was crumbling.

Her phone buzzed. A text from her roommate, a single question mark. Sarah typed back a curt response. The reporter droned on. Sarah stood up, walked to the window, and stared at the campus, the last rays of sunlight hitting the brick buildings. It was almost over.

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