The silence of the library offered a fragile peace, a stark contrast to the storm raging inside. Sarah, consumed by her recent loss, clutched the book to her chest, seeking solace in the familiar scent of old paper and ink. Her appetite for food had gone away, but she still needed to eat.

As she turned a page, a faded photograph slid out. A young woman, smiling radiantly, holding a child. On the back, a simple inscription: *Love always endures.*

She traced the contours of the photograph with her fingertip, a lump forming in her throat. The image was a poignant reminder of all she had lost, a physical manifestation of everything she yearned for. A sob escaped her, and she rested her forehead on the book, a quiet sound in the silent library.

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