The email arrived like a poisoned dart. "Congratulations! Your essay, 'The Weight of the World,' has been selected for inclusion in the anthology, *Student Voices.*" Her breath caught in her throat. Her essay? The one detailing her struggle with depression, the raw, unfiltered truth of her existence for the benefit of a college application?

She pushed her chair back from her desk with excessive force, the legs scraping against the wooden floor. She felt trapped, a specimen pinned under glass. She felt a prickling heat crawling up her neck, her face. She reread the email, her stomach twisting into a tight knot.

Her fingers trembled as she clicked the link to the anthology's website. There it was, her story, her secrets, laid bare for anyone and everyone to see. She stared at the screen, her vision swimming, a wave of despair washing over her.

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