The email notification popped up, and a cold dread washed over him. He felt a sudden urge to shut down his computer, to disconnect from the world. He pressed his lips together, his jaw muscles clenching. His heart skipped a beat, then began to pound erratically. He re-read the short, succinct message, his vision narrowing.

He felt a deep, instinctive resistance to the change. His carefully constructed life, the comfortable routine he relied on, was threatened. He felt a sense of panic rising, a tightening in his chest.

He swiveled his chair away from his computer, staring blankly out the window, his gaze unfocused.

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