James felt a prickling heat rise from his neck. He was at a charity gala, forced to make small talk. He looked at the woman talking to him and recognized the diamond bracelet adorning her wrist. He'd given a very similar one to "Emily" last month.

He could feel a flush creeping up his cheeks. He took a sip of champagne. It did nothing to settle his stomach. He was trapped in a conversation about a vineyard he knew quite well. “He” had taken both of them there.

“So, David… he seems… very… generous,” James stammered, his gaze darting around the room, desperately seeking an exit. He began to feel a throbbing in his temples.

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