The notice, a stark white rectangle, quivered slightly in Amelia’s trembling hand. It announced the building’s conversion. She felt a cold seep into her bones, a chill that had nothing to do with the October air currently whistling through her drafty window frames.

Her fingers, usually nimble when sketching, fumbled with the clasp of her worn leather satchel. She needed a cigarette, now. The image of packing up her life, of the sheer upheaval of it all, choked her.

The apartment itself, though small and a little worn, was her haven. The peeling paint held the ghosts of her past, the creaking floorboards whispered stories only she knew. All of it felt precarious now, about to be ripped away.

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