The tremor in Agnes’s hands didn't stop as she dialed the insurance company. She’d always been so careful, so prepared. Now, the oak, a monstrous thing that had towered over Mrs. Henderson’s house, was sprawled across her own back fence, a jagged scar against the manicured lawn. The phone rang and rang, each unanswered beep a hammer blow against her chest. She pictured the cost, the mess, the endless phone calls. Her breath hitched.

She wrapped her arms around herself, a futile attempt to ward off the chill that had suddenly settled in the air. The branches, heavy with years, drooped towards her small garden. She’d spent weeks nurturing those petunias. Now, it all seemed… fragile.

Her shoulders slumped. She hated asking for help.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. 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 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257