The paper trembled in Maria's grasp. The landlord’s cold, impersonal words echoed in her ears. Her breath hitched, her lungs suddenly feeling constricted. Her hands flew to her mouth, stifling a sob.

She looked around the tiny flat. The walls, once freshly painted, now seemed to press in on her. The scent of stale coffee and old books filled the air, a reminder of the life she was about to lose. She felt as though the very foundations of her existence were crumbling.

"No," she whispered, the word a mere thread of sound. She gripped the notice tighter, as though she could somehow prevent the inevitable. Her eyes burned, but she refused to let the tears fall. She would not allow them to see her break.

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