The officer's words, clipped and dismissive, echoed in Maya’s ears. “Improperly parked, ma’am.” The ticket fluttered in her trembling hand like a captured butterfly. She’d parked there for years. The familiar rumble of the tow truck had been the warning.

She stared, bewildered, at the empty space where her ancient station wagon had rested. The world tilted on its axis. Her grandmother's antique quilt, the one she kept in the back seat, now gone, too. This felt like a violation, a personal attack.

She felt a cold prickle of fear, tracing its way down her spine. The city seemed suddenly hostile, indifferent to her struggles. The thought of walking home, all alone, made her feel small, insignificant.

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