The attic air felt thick, stifling. Jessica knelt before the boxes, her hands hovering over the lid. Her mother's label, "My Little Scholar," mocked her. Everything was there: perfect handwriting samples, art projects, and meticulously corrected essays. A coldness settled in her chest.

She picked up a handwritten poem she had written at age eight, the words filled with a naive idealism. The memory of the playground bullies taunting her, of the feeling of being different, was as fresh as the day it happened.

She swallowed hard, her throat constricting. She felt trapped. The attic, once a place of adventure, had become a prison.

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