The letter arrived via snail mail, the stiff paper a stark contrast to the digital age. John ripped it open, his hands shaking slightly. The words jumped out at him, each sentence a hammer blow. He sank into his chair, the world spinning.

He ran his hand through his hair, mussing it. His desk, usually organized, seemed to mock him with its neatness. His degree. The promises made. Gone.

He tried to take a deep breath, but the air felt thin, unfulfilling. He felt utterly depleted, his usual optimism replaced with a hollow ache.

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