The email notification blared, a digital shriek that cut through the quiet of his workshop. He stared at the screen, his face draining of color. The words blurred before his eyes. He felt a peculiar pressure building in his chest, as if a large weight had suddenly settled upon him.

He reread the confirmation, each syllable a blow. He knew, he'd had a feeling… but to see the reality of it. He slumped against the workbench, the metallic tang of his tools suddenly making him feel sick. A bead of sweat trickled down his temple. He slowly lowered his head to his folded arms.

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