The news report showed the extent of the damage. A large, old tree down in a neighboring town, devastating homes and leaving families displaced. Mark felt a tightness in his chest. He looked at his own property.

His birch trees, a matched set, stood guard near his home. He had always admired their graceful beauty, but now, he imagined them as looming threats.

He started clicking through websites, looking at tree removal services. The thought of the expense made his stomach clench. He knew he should have done this sooner.

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