The news broke mid-bite. He'd been looking forward to the chicken parmigiana at "Luigi's" all day. Now, the perfectly cooked pasta and bubbling cheese tasted like ash in his mouth. He looked up at the familiar, red-and-white checkered tablecloth, its cheerfulness suddenly jarring.

His fork clattered onto the plate, the sound echoing in the sudden quiet of his mind. He couldn't speak. He stared at the waiter, a young man who had always remembered his name, his face mirroring his confusion.

He took a slow, deliberate sip of water, the cold liquid doing little to soothe the growing unease. Luigi's wasn't just a restaurant; it was the place where he and his wife had celebrated their anniversary, the place he’d taken his daughter for her first pizza. The future felt empty.

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