He felt a searing heat crawl up his neck, burning his face. The grade was a betrayal. A brutal, undeserved blow. His hands clenched into fists at his side. He wanted to shout, to rail against the injustice of it all. But the words caught in his throat.

He pictured his future, the plans he had made, all of which now seemed to be slipping away. He pressed his lips together, fighting back the rising tide of emotion. He felt a compulsion to move, to act, to do anything to change the outcome. He shoved his chair back from the desk, pushing himself to his feet, and began pacing the small space of his room.

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