A cold sweat slicked down Leo’s back as he stood across from the building. He watched his painting, a personal exploration of grief, displayed in the prominent window. The sheer brazenness of it made his stomach churn. His fingers traced the jagged edges of a scar on his hand.

He recalled the frantic phone call from his agent, the excited tones, the promise of exposure. He hadn’t agreed to this. The feeling of being exposed, naked to the world, was a painful slap. His usual bravado, the carefully constructed shell, had vanished, leaving him with a raw, throbbing core.

He turned away abruptly, needing to escape the gaze of the painting and the phantom stares of imagined onlookers. He wanted to hide, to shrink, to become invisible. The city noise seemed deafening, a relentless assault on his senses.

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