The email had been a curt, impersonal message. "Please familiarize Ms. Chen with your responsibilities. Her start date is Monday." Sarah, her fingers icy, reread it. This was the end. After all these years.

She felt a coldness creeping up her spine as she walked to her desk. The office felt colder than usual. She barely acknowledged Ms. Chen as the woman approached her desk.

During the training, Sarah found herself strangely detached, moving through the motions of her explanations. Her voice sounded flat, devoid of emotion. She was acutely aware of every detail: the way Ms. Chen held her pen, the scent of her perfume, the casual confidence in her posture. Each moment was a step toward her own obsolescence, and it chilled 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