He clutched the faded photograph, the edges worn smooth from years of handling. His father, young and smiling, stood next to the vintage car, beaming for the camera. The car was his father's only possession.

His sisterโ€™s voice on the phone was strained. "It's the only way, David." Their father's medical bills were piling up.

He closed his eyes, the image searing behind his eyelids. He felt the world tilt, the floor shifting beneath his feet. The loss of the car, the car he'd learned to drive in, felt like a physical blow.

He sat on the kitchen chair, the photo shaking in his hand, and stared at the empty wall, a stark reminder of what he had to do.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257