The meeting in the student lounge was chaotic, a cacophony of voices and emotions. Maria stood at the back, clutching her backpack, her throat tight. She tried to make sense of the situation, but it seemed impossible.

The floor was moving beneath her feet, and the familiar walls seemed to close in around her. The faces of her classmates, usually friendly and welcoming, now swam before her eyes, blurry and indistinct.

She wanted to run, to escape the suffocating atmosphere. She turned and pushed her way toward the door, away from the turmoil, and into the pale sunlight.

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