The coffee cup trembled in Leo’s grip. He’d seen the photo online - a woman, laughing, her back turned to the camera. On her shoulder, clear as day, was his intricate linework of a hummingbird. His art. He’d poured his heart into that piece, a commission he’d agonized over.

A coldness spread from his stomach. He felt utterly exposed, as if someone had stolen a piece of him and was now parading it around. He’d built walls, kept people at a distance, and now… this. The coffee sloshed over the rim, staining the table.

He texted his therapist, fingers fumbling over the keys. The words felt clumsy, inadequate. He deleted the message and stared at the screen, the image of the tattoo burning in his mind. He pulled his jacket tighter, as if to ward off a chill that wasn't from the weather.

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