The letter from the school had arrived with a cheerful tone, announcing that young Alex would be starting the fifth grade, with Mr. Peterson. John froze, the envelope slipping from his fingers. The name was familiar. Too familiar. The same Mr. Peterson who had made his life miserable in fifth grade, a man whose every word had felt like a reprimand.

He stared at the envelope as his heart began to pound a little harder. What was he supposed to do? Pretend everything was fine? He kept going over it in his head.

When he finally managed to pick up the envelope, he felt as if his fingers were heavy. He didn’t want Alex to go through the same things he did. He didn’t want him to experience the feelings he was experiencing *right now*.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256