Her breath caught in her throat. She re-read the email. Mr. Miller. She hadn't thought about him in years, but the name still triggered a visceral reaction, a knot in her stomach. He was a stickler for rules, a master of passive-aggressive criticism.

She closed her eyes, picturing her son, Ethan, sitting in his classroom, facing the same rigid environment. She felt a surge of protectiveness, a fierce desire to shield him from any of the same negativity. She bit her lip, a wave of resolve overcoming her hesitation. She would figure out a way.

Emotion: panicked

Cluster: Fear / Anxiety
PC1 (Valence): -2.44 Negative
PC2 (Disposition): 0.00

Role in Research

This story is one of 1,000 stories generated for the emotion panicked. 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 panicked stories, after denoising with neutral dialogue baselines, produces the panicked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the panicked vector is projected through the unembedding matrix.

Promoted:
worse0.317
😫0.294
😖0.285
😰0.285
escape0.283
Suppressed:
la-0.432
a-0.374
de-0.296
楽し-0.262
happy-0.258