The clinking of champagne flutes drifted over the fence, accompanying the faint strains of classical music. He could see them, silhouetted against the patio lights, laughing and toasting each other. He felt a deep, uncomfortable ache in his gut.

He had promised his daughter a trip to the zoo next week, something he'd been looking forward to for months. But, looking at the neighbor's party, their expensive clothes, and their carefree revelry, he felt a crushing sense of inadequacy.

He retreated inside, the silence of his own home amplifying the sounds of the celebration next door. He felt a sudden, sharp pain in his chest, and he gripped the countertop for support. He needed to get away from the party.

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