He’d just finished a grueling shift at the hospital, his muscles aching, his mind exhausted. James stared at his phone, his throat constricting. The text, a detailed account of his growing doubts about his career, meant for his mentor, had gone to his father, a man who consistently belittled his ambitions.

His hands began to tremble. He could almost hear his father's dismissive laughter echoing in his ears. The feeling of dread was overwhelming, a heavy weight pressing down on his chest. He felt like he was back in his childhood bedroom, facing his father's unwavering disapproval.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257