The sun cast long shadows across the empty school hallway, and Mr. Ellis paced back and forth, the sound of his footsteps echoing in the cavernous space. He felt a profound sense of unease. He had just received a hefty, unmarked box in the mail, sent from a former student, Maria Rodriguez, who had, frankly, always seemed to loathe him. She’d never attended his graduation. His palms grew slick with perspiration. He paused, placing a hand against the wall, and tried to regulate his breathing. What had prompted this?

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