From the high window, the sun cast a long shadow across the dusty floor. David clutched the letter, the paper fragile beneath his fingertips. He felt his stomach twist. He'd never sent it. He'd never told anyone.

The letter was a confession, a desperate plea for help, addressed to his college professor. Inside were the words of a young man, drowning in debt and despair. The words, so familiar, now echoed the silent fears he had buried long ago.

His chest tightened. He glanced at the window, as if expecting someone to watch him. He had convinced himself that this part of his life was behind him. The letter was a reminder of a weakness he had tried to erase. He felt a sudden, urgent need to leave the house.

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