The request from David, the kid who’d made her life hell in high school, felt like a physical blow. Emily’s breath caught in her throat. She reeled back, as if she had been physically shoved.

She felt a strange disconnect from her surroundings. The familiar scent of her home office, usually a comfort, now felt stifling. Her vision swam slightly. She instinctively turned away from her computer, seeking the solace of the window.

She stared at the falling leaves outside, watching the movement of the wind. She ran a hand through her hair, a gesture of almost unconscious distress. The memories, she realized, were still fresh, the scars still present.

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