Sophie stared at the two event invitations, one for her own cooking class, and the other for her friend, Jessica’s, cocktail party. She felt a wave of icy water wash over her. It was such a cruel twist of fate. How could this be happening?

She paced back and forth across her apartment. Her mind whirled, desperately trying to find a solution. The thought of all her friends choosing Jessica's, far more tempting, party filled her with an unpleasant buzzing.

She needed to get ahead of this. She grabbed her phone and desperately scrolled through her contact list, considering who to call first, who could be persuaded to come to her class instead.

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