The small, unassuming pamphlet, "College Essay Showcase," lay on her desk. She picked it up, her fingers tracing the cover. There it was: her essay about her struggles with a learning disability. Her carefully crafted words, revealing her vulnerabilities. Now printed for all to see.

Her stomach lurched. She felt a sudden, intense need to rip the pamphlet to shreds. Instead, she sat down heavily, the weight of the moment pressing down on her.

The room seemed to shrink, the walls closing in. She felt a rising tide of panic, a sense of being utterly exposed. She buried her face in her hands, her shoulders shaking, unable to stop the sudden, forceful tremor that ran through her body.

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