The dusty attic air hung thick and heavy with the scent of mothballs and forgotten memories. Sarah, tasked with cleaning out her late grandmother's belongings, felt the weight of her grief settle in her bones. The space felt enormous, echoing with a silence that seemed to amplify her sadness. She kept touching things she shouldn’t, losing herself in the objects.

She tripped over a box labeled "Sarah's Things." Inside, nestled amongst faded photographs and crayon drawings, lay a familiar face. It was Mr. Snuggles, her childhood companion, his button nose worn smooth from countless hugs.

A sob escaped her. She picked him up, burying her face in his fur. The softness was familiar, comforting. She held him close, her shoulders shaking, the weight on her chest finally lessening.

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