Rain hammered against the windows, mimicking the frantic drumming in Amelia’s chest. She clutched the realtor’s report, the glossy paper slick beneath her trembling fingers. The word “homicide” jumped out, a stark black stain against the pristine white. She sank into her plush velvet armchair, suddenly feeling swallowed by its depths.

Her breath hitched. She hadn't expected this. The house, with its charming bay windows and sun-drenched kitchen, had felt like a refuge. Now, the shadows seemed to lengthen, the familiar creaks of the old house echoing with a sinister resonance. She imagined whispers in the empty hallways, unseen eyes watching from the darkened corners.

She wrapped her arms around herself, the gesture offering little comfort. The scent of old wood and beeswax polish, usually so comforting, now felt stale, suffocating. She glanced at the door, the distance to it feeling vast and uncrossable.

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