The afternoon light streamed through the living room window, illuminating the dust motes dancing in the air. John's gaze was fixed on the culprit: a scruffy terrier named Gus, happily chasing squirrels on his meticulously manicured lawn. John’s jaw clenched. He’d just finished mowing and watering.

He thought about the HOA's rules. He thought of the possibility of getting fined. He was frustrated.

He went outside, trying to keep a calm exterior. He felt his hands begin to sweat.

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