The silence was the worst part for Thomas. It amplified every creak, every groan of the metal. He bounced on the balls of his feet, unable to stay still. He was not a man who enjoyed a lack of control.

He turned to Susan, his coworker, and found her staring at the floor, her hands clasped tightly in front of her. She’d always seemed so together, so composed. Now, she looked… fragile. Her face was pale.

“Should we try the emergency phone?” he asked, his voice strained. He felt a sudden, frantic urge to do something, anything. He reached for the phone, then hesitated. He felt the blood pounding in his ears. The feeling of helplessness was almost unbearable.

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