The attic air hung thick and dusty, catching in Clara’s throat. A single shaft of sunlight pierced the gloom, illuminating swirling motes of dust and the forgotten treasures within. She clutched the edge of the cardboard box, her knuckles white. Her grandmother had passed a month ago, and this was the last thing left to sort through.

She’d always believed the stories. How her grandmother, Rose, had been a shy, bookish girl, content in her small town, never a risk-taker. That was the narrative. A small, carefully crafted world where nothing could truly hurt her.

Inside the box, nestled amongst brittle tissue paper, was a photograph. Rose, laughing, straddling a motorcycle, her leather jacket unzipped, revealing a silk scarf that danced in the wind. Not the demure Rose Clara knew. A stranger. A feeling of exposure settled in her chest.

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