The weight of the professor's words settled on her like a physical burden. Olivia felt a profound sense of disorientation. The future she had been meticulously planning, the future she had thought was secure, began to crack and splinter.

She attempted a smile, but it felt forced, unnatural. She found herself unable to make eye contact, instead focusing on the patterns of the wood grain on the professor's desk. Each line and whorl seemed to twist and contort, mirroring the chaos within her. She felt a pressing need to leave, to escape this room, to somehow escape the news. She could barely form a coherent thought, let alone a response.

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