He stared at the email, the words blurring before his eyes. It was a simple mistake, they said, but to Richard, it felt like a monumental betrayal. His stomach lurched, and he tasted bile in his throat. He felt disconnected, like he was watching himself from outside his own body.

He leaned back in his chair, feeling the blood drain from his face. His carefully constructed life, his routines, his sense of control, all seemed to teeter on the brink of collapse. His hands curled into tight fists.

He wanted to scream, to lash out, to do anything to make this feeling of dread disappear. He took a deep breath, trying to calm himself, but his heart still raced.

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