The car keys felt heavy in Emily's hand as she approached the school. This morning, as she dropped off her daughter, the truth had hit her like a punch to the gut: Mr. Peterson. The same Mr. Peterson who had once told her she'd "never amount to anything."

Her palms were damp. She imagined his face, unchanged by time, still wearing that blandly condescending smile. She considered turning back, feigning illness, anything to avoid the inevitable.

She stopped at the school's entrance, the building looming over her, a cold, gray monolith. Her throat constricted. She pulled herself together, adjusted the straps of her bag, and walked towards the entrance of the school.

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