The musty scent of the used bookstore clung to Amelia's fingers as she traced the spine of *Wuthering Heights*. Another Friday night, another attempt to escape the hollow echo of her apartment. She'd been spending her evenings this way, lost amongst the towering shelves, the quiet comfort a balm to the ache inside.

A folded piece of parchment, brittle with age, tumbled from the pages as she opened the book. She caught it instinctively, her heart skipping a beat. It wasn't addressed to anyone, the ink faded but legible. It was a plea, a raw confession of a secret yearning.

The words resonated with the unspoken longing that had been her constant companion since the breakup. She felt a kinship with the anonymous writer, a shared understanding in the quiet solitude of the used bookstore. A tear traced a path down her cheek as she carefully refolded the letter and slipped it into her pocket. Maybe, just maybe, she wasn't quite as alone as she had believed.

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