He stared blankly at the crumpled permission slip in his hand. Mrs. Carter. Her face flickered in his memory, the sharp angles, the disapproving frown. He remembered the feeling of inadequacy, the constant pressure to perform. It was a suffocating feeling he hadn’t thought about in decades, now flooding back.

He felt a tightness in his chest. His son, David, deserved better. He crumpled the paper further, the sound loud in the quiet kitchen. He imagined David, sitting in that classroom, subjected to the same rigid expectations. A sense of determination hardening his features. He couldn’t let that happen. He wouldn't.

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