The eviction notice lay on the kitchen table like a death sentence. David hadn't eaten properly in days, his stomach a knot of anxiety. The thought of losing his home, the only place he had left, was paralyzing. He felt like an empty shell.

He saw the wallet while walking home from yet another fruitless job search. He was tempted to ignore it, to keep walking. But something, perhaps pure desperation, made him stop. He took a glance around, and picked it up.

He opened it, and was instantly paralyzed. The sheer amount of money inside was overwhelming. He felt the blood drain from his face. What did he do? Did he give it back? Could he not?

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