She ran a hand through her hair, a sense of mounting unease churning inside her. Her mother's list, clutched tightly in her hand, seemed to mock her. "Write a best-selling novel." The words mocked her, echoing in her mind.

A chill ran down her spine as she read the next entry. "Become a millionaire." Her mother? The frugal homemaker? A feeling of profound unsettlement settled over her.

She felt a wave of dizziness wash over her. “Travel through the Himalayas.” What was this? Her mother hadn't even liked hiking.

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