The bright lights of the food festival seemed to amplify the throbbing pain in Beatrice’s head. She’d come to sell her handcrafted jam, but a large banner across the street, advertising "Madame Evangeline's Prize-Winning Strawberry Preserve," stopped her cold. The banner featured a photo of the preserve, identical in color and texture to her recipe, crafted by her great-aunt.

Beatrice’s mouth felt dry. Her hands, usually steady when ladling jam, trembled. She felt a wave of dizziness, and she swayed slightly. The crowd seemed to swirl around her, their voices a muffled drone.

She clutched her purse so tightly that her knuckles ached. The world seemed to shrink around her, the laughter of the festival-goers a distant, hollow sound.

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