The air in the classroom felt thick as Daniel listened to Professor Ito give the news. He stared at the whiteboard, at the equations that he usually found comforting, but now seemed to mock him. He felt his pulse accelerate. He hadn’t even chosen a topic yet.

He felt a sudden pressure in his chest, making it difficult to breathe. He wanted to shout, to object, to protest. He kept his silence.

He kept his head down as the other students mumbled among themselves. The bell rang, signaling the end of the class, but Daniel stayed seated, unable to move.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228