The notice landed with a thud on the kitchen table. He froze, his hand still reaching for the coffee pot. He slowly lowered it, his fingers clenching the handle so hard his knuckles turned white. His shoulders slumped.

He knew it was coming. He’d been dodging the landlord, the bills piling up. But the reality of it, the cold, stark words on paper, hit him like a physical blow. He felt a deep, pervasive weariness.

He walked to the window and stared out at the street. The morning sun was bright, but he felt a shadow fall over him. He felt the phantom weight of a thousand judgments, a thousand failures. He didn't want to leave his space.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257