"Are you sure this is the right place, Dad?" Sarah asked, her voice small. Her father, John, remained silent, his gaze fixed on the spot. He’d driven them for hours to see the old oak.

He stopped the car and got out. The oak was gone. The shock registered in his face, his complexion had suddenly gone very pale. He looked around.

He turned slowly in a circle, as if searching for something he had lost. His shoulders slumped, and he took a shaky breath. His hand reached into his pocket and clutched his car keys.

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