Her hands were clammy, the eviction notice felt slick in her grasp. She paced the small room, the wood floor creaking under her hurried steps. Her thoughts raced, a jumbled mess of panic and disbelief. Her breaths came in short, shallow gasps.

The landlord’s words, the legal jargon, felt like a personal affront. She’d always paid her rent on time. This felt unfair, unjust. She wanted to scream, to rail against the injustice of it all.

She collapsed onto the bed, burying her face in the pillow. The scent of lavender, usually a comfort, now felt cloying, suffocating. The thought of facing the world, of explaining her situation, made her want to disappear.

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