He saw the email first thing in the morning. "Congratulations! Your essay has been selected... for publication." His essay? The one he had poured his soul into, the one about the loss of his childhood home. He felt a sudden, sharp ache in his chest.

He didn't read the whole email. He felt a tightening in his throat, a sensation of being unable to breathe. He felt a compulsion to throw his laptop, smashing it against the wall.

He went outside. The world, too bright, too loud. He had to escape. He started walking, not knowing where he was going. He just had to get away, to be alone with this new truth.

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