The metallic screech of the tow truck’s brakes cut through the morning air, jolting David awake. He rushed outside, heart pounding, to find his motorcycle gone. He'd been working overtime to pay off the debt, but now...

He felt the ground fall away beneath him. He was supposed to get it inspected today, and then sell it. His livelihood was tied to that bike. His last vestige of freedom, gone.

He stood there, frozen in place, a cold wave of despair washing over him. The sun seemed to lose its warmth, the world its color. He felt helpless, his defenses breached, his future uncertain.

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