He stared at the email, its subject line a brutal stab: “Farewell, Patty’s Pizza.” His fingers tightened on the mouse, the click of his fingers like a gunshot in the silent room. Patty's was more than just a pizza place; it was a place of comfort, of nostalgia.

He rubbed his eyes with the heel of his palm, trying to clear his vision. The office seemed to close in around him, the walls pressing closer. He felt a sudden, inexplicable need to retreat, to hide.

He thought of the late nights spent there as a kid with his father, the smell of baking dough and tomato sauce a constant, reassuring presence. That part of him, that secure feeling, was disappearing. He felt a sharp pang of emptiness in his chest.

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