The glossy magazine, with her application essay splashed across two pages, felt heavy in her hands. She quickly flipped to the back of the issue, hoping to avoid eye contact with anyone who might be reading it. She imagined the judgment, the whispers.

She felt a strange tightness in her throat, making it difficult to swallow. Her hands were shaking uncontrollably. She needed to get out, to escape the suffocating feeling that was rising inside her. She needed air.

She rushed to the restroom, splashing cold water on her face. The reflection in the mirror stared back at her, eyes wide and desperate. She looked around the room, as if something, someone, was chasing her. The need to run was overwhelming.

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