The office air suddenly felt thick, heavy. David noticed the article on his computer. His vision blurred, and he blinked hard, willing the words to rearrange themselves. But no.

He gripped the edge of his desk, the polished wood cold beneath his fingers. He felt a sudden, unwelcome tremor run through his limbs. He imagined the envious eyes of his colleagues, the unspoken whispers.

He stood up so fast his chair toppled over. He needed air, a clear head. He had to know what was going on. He grabbed his coat, his movements jerky and hurried.

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