The article in the food magazine seemed to burn a hole in Elias's hands. The words blurred around the photo of the “Enchanting Eggplant Parmesan," a dish he’d lovingly crafted and shared with a food blogger he thought he could trust.

He felt a tightness in his throat, making it difficult to swallow. He took a deep breath, trying to calm himself, but it only amplified the rapid, shallow breaths that followed. He reread the glowing review, each sentence a stab.

He sank into his chair, the paper still clutched tightly in his hand. A wave of exhaustion washed over him. The injustice of it all stole the air from his lungs. He felt utterly depleted.

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