The weight of the old camera case felt heavier than usual in Liam's hands. He’d inherited it from his father, a man he barely knew, a man who'd abandoned him and his mother when Liam was a child. He was now tasked with sorting through his belongings.

He opened the case, the smell of aged leather and chemicals filling his nostrils. There were rolls of undeveloped film, along with some old photos.

One photo showed his father, not in the rugged clothes of a traveling salesman as he'd been described, but in the crisp uniform of a soldier. He felt a sudden, sharp ache, a hollow space opening inside him. He hadn't expected to encounter anything like this.

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