The email sat in the inbox, unopened, for two days. Sarah finally clicked it, her fingers clumsy on the mouse. It was from a social worker, a caseworker, regarding her half-sister, Emily. The word ‘half-sister’ felt foreign, alien. Sarah had been an only child. The information – her father’s infidelity – was a sharp, painful blow.

She closed her laptop, the screen going dark. She felt a sudden, crushing weight. The world felt too loud, too bright. She reached for a glass of water, her hand shaking so badly she almost spilled it. Everything felt uncertain, precarious.

She thought of her mother, the woman who had always been her anchor. She felt a deep, instinctive desire to call her, but the words wouldn't come. She needed time, space. The familiar comfort of her own home was suddenly a cage.

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