"Don't forget your lunch!" John called after his son, Michael, as Michael skipped out the door. The fifth grade teacher, Mr. Davis, had been the bane of his elementary school existence, the man who had always found fault in him. A cold sweat coated his face.

John ran over to the front door, remembering the crushing feeling of Mr. Davis's disapproval. His own past was now intertwined with his son’s future. The world suddenly felt small, confining. John thought, would Michael face the same scrutinizing gaze?

He closed the door, suddenly feeling suffocated. The air felt heavy, and he had the urge to go back and check on Michael again.

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
πŸŽ‰-0.233
happy-0.231
"-0.228