The heavy oak door of the study slammed shut behind him. He needed air. His father’s list lay on the desk, mocking him. “Win a poker tournament.” He felt his pulse thrumming in his ears.

He paced the room, his hands clenched into fists. “Write a novel.” The meticulous accountant who never expressed a creative thought? It was impossible. His head throbbed.

"Swim with sharks." He stopped short, his breath catching in his throat. What was this? He grabbed his phone, needing to speak to someone, anyone.

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