He stared at the school newsletter. His stomach churned. Ms. Albright. Math. The name was like a physical blow. He remembered her, the way she spoke, the tone in her voice. He had struggled with math then, and he suddenly felt that familiar, helpless feeling again.

Now, his daughter, Olivia, would be sitting in the same classroom, facing the same challenges. He pictured her, confused, discouraged. He slammed his fist down on the table, the action sharp and violent in the quiet room. He would not let history repeat itself. He would not.

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