"Honey, come look at this," Emily called, her voice tight. Mark hurried into the spare bedroom, expecting to see a spider or some other mundane issue. Instead, he saw her staring at the bookshelf, her face pale.

The shelf itself tilted at an angle, and the books were slightly askew. “What is it?” he asked, trying to sound calm, but his own pulse was quickening now.

She gestured toward the books. “There’s something behind them.” Hesitantly, he pulled the books aside. A section of the wall, seemingly a solid fixture, gave way with a silent push. He stared, completely stunned, at the dark, narrow opening. He felt a deep unease bubble in his chest.

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