Rain lashed against the windows, mimicking the frantic drumming in Maya's chest. She jumped at the insistent knocking – three sharp raps. Her breath hitched. She peered through the peephole, recognizing Mrs. Henderson’s pinched face.

Her hands trembled as she unlocked the door. Mrs. Henderson’s lips were a thin, disapproving line. “The music, dear. It’s quite loud.”

Maya stammered, “Oh, I… I’m so sorry. I didn’t realize.” She averted her gaze, tracing the pattern of the peeling wallpaper. A bead of sweat trickled down her temple.

Mrs. Henderson sniffed, her gaze sweeping over the cluttered living room. “Perhaps you could be mindful of the noise levels, especially late at night.” The words hung in the air, heavy and accusing. Maya nodded quickly, her throat tight, as Mrs. Henderson turned and marched back to her own apartment.

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