The world seemed to tilt slightly as Elara stood at the edge of her driveway. A knot formed in her throat, making it difficult to swallow. The vibrant colours of the morning, usually a source of joy, now seemed to mock her.

She scanned the street, her eyes narrowing as she sought a solution, a clue, anything. This didn't make sense. She had to be dreaming. A sharp pain started in her temples, a dull throb that threatened to explode.

Her gaze drifted to the neighbor's house. Maybe they saw something. Hesitantly, she began to walk, her steps slow and uncertain. The feeling of being watched intensified with each hesitant step.

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