The library, with its hushed silence, was the perfect place for Eleanor to search through her grandfather’s papers. He was a celebrated scientist, and she’d always been proud of his work. One day, while sorting through a stack of documents, she found something unexpected.

It was a draft letter of resignation, addressed to the university he’d worked at for decades. The reasons were not scientific. He cited "burnout," and "a loss of purpose." Eleanor stared at the letter, her heart beating fast. She had always thought her grandfather was invincible. The familiar feeling of panic was rising up in her.

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