The party was supposed to be a celebration. It was his friend’s birthday, but he couldn't help but notice, at the corner of the room, the hushed tones, the shared glances, and the subtle shift in social dynamics. All he could see was James, standing next to the boss, laughing easily. He had gotten the job.

He reached for a drink, his hand shaking slightly as he brought the glass to his lips. He tried to join in the conversation, but his voice sounded hollow, distant. Every word felt like a lie. The music seemed too loud, the laughter too forced. The room began to spin. He needed to get out.

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