The harsh fluorescent lights of the tattoo parlor seemed to amplify the throbbing in Maya’s head. She stood frozen, outside the door, clutching her sketchpad. Inside, a woman was getting her most celebrated piece inked – her self-portrait, a study in delicate charcoal.

Maya had always felt safe in her studio, surrounded by her brushes and paints. Now, this… this was an invasion. A complete stranger could walk around with her face on them for the rest of their life. She rubbed her arms, a shiver running through her.

She found herself backing away, the smell of antiseptic and fresh ink making her stomach churn. The sketchbook felt heavy in her hand. She couldn’t breathe. Turning, she fled back to her car, the engine starting a roar of a different kind.

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