The party was in full swing, but Jessica found the laughter and music grating. She had been ecstatic to have her piece on sustainability published. Now, the glow had gone. Seeing the article, credited to someone else, had robbed her of her joy.

She excused herself from a conversation and found a quiet corner, away from the revelry. Her chest felt constricted, making it difficult to breathe. She ran a hand through her hair, tangling the strands.

She swallowed hard, feeling as though a rock was lodged in her throat. She needed to be alone, to process this. She thought about everything she had worked for and the possible repercussions.

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