Rain lashed against the attic window, mirroring the storm brewing inside her. Sarah pulled the dusty box closer, its cardboard edges softened by time and neglect. Her mother's handwriting, familiar and comforting, danced across the label: "Sarah's School Days." Her fingers trembled as she lifted the lid. Inside, stacked with meticulous care, were all her assignments, from kindergarten scribbles to high school essays. A wave of heat flushed her cheeks. How could her mother have kept everything?

She traced the uneven line of her name on a faded worksheet, the letters a childish attempt at elegance. Her throat tightened. She remembered the sheer mortification she felt as a student.

She sank back onto her heels, suddenly weary. The attic air felt heavy, pressing down on her. The silence, broken only by the drumming rain, was almost unbearable.

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