“Morning, love,” the woman next door called, her voice bright and chipper. She emerged from her front door carrying a designer handbag, an accessory that screamed wealth. The woman’s smile, normally so welcoming, now seemed to twist the corners of her mouth.

It had been just yesterday that she was struggling with the decision to buy her daughter a new pair of shoes. She hadn't been able to make a decision, which meant they didn't get them. Now, she felt a burning sensation in her chest, a mixture of envy and… something else.

Her own worn sneakers suddenly felt inadequate, and the faded paint on her front door seemed to mock her. She forced a smile and offered a greeting back, but her voice sounded strained, as if it was coming from far away. Her hands began to fidget, pulling at the hem of her shirt.

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