The world seemed to shrink around her. Maria, normally calm and collected, found herself unable to focus on anything beyond the words in front of her. The email, detailing the error, sat on her desk like a coiled viper. She felt a sudden need to flee, to escape this situation, but she was frozen in place.

Her pulse quickened, each beat a drumbeat of panic. She could feel her cheeks flush hot. The air in her office felt thick, difficult to breathe. She closed her eyes for a moment, trying to find some measure of composure.

Opening her eyes, she reached for the phone, the cold plastic offering little comfort. Her fingers trembled as she dialed the number, praying for a resolution.

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