The moving truck had barely pulled away, leaving a swirl of dust in the driveway, when Amelia unlocked the front door. The house felt immense, echoing with the silence of unpacked boxes and the ghosts of former residents. A wave of unease washed over her, a chill that had nothing to do with the late afternoon air. She clutched her keys, knuckles white.

She spent the next hour wandering aimlessly, touching unfamiliar walls. Upstairs, the master bedroom felt cavernous, too big for just her. She pushed open the closet door, the scent of cedar and something else, something old and forgotten, tickling her nose.

Behind the hanging clothes, she noticed a seam in the back panel, slightly out of alignment. Hesitantly, she pressed on it, the wood giving way with a soft click. The panel swung inward, revealing a narrow, dust-filled passage. Her breath hitched.

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