James sat rigid on the park bench, the book resting limply on his knees. "James O’Connell: A Legacy Forged." He blinked, his vision blurring. He'd found the book in his mailbox earlier that day, a day that had started out completely normal. The bright sunlight seemed harsh against his skin. His fingers instinctively tightened around the spine, his knuckles turning white.

He felt as though he was slowly suffocating. The air around him seemed heavy, thick. He glanced around him, his eyes darting from face to face, searching for a clue, a sign. The birds chirping in the trees grated on his nerves. He stood abruptly, the book falling to the ground. He had to escape, to find some place safe.

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