He had been planning to paint his front porch this weekend. But after seeing the freshly paved driveway next door, the pristine condition of the other man's house, he felt a wave of discouragement wash over him. His paint supplies suddenly seemed cheap and inadequate.

The neighbor waved, his smile wide and genuine. He tried to reciprocate, but his own smile felt stiff, like a mask he was forcing himself to wear. He found himself avoiding eye contact, ashamed of the cracks in his own facade.

He ran his hand through his hair, his fingers finding a knot he had unknowingly created. He turned and retreated back inside his home, the unfinished porch suddenly a visible symbol of his own perceived failings.

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