The review was pinned to the bulletin board, right next to the menu for tonight's special. Marco stared at it, his face drained of color. His hands were clasped tightly behind his back.

He’d poured his heart into this restaurant, borrowing money and working seventeen-hour days for years. He had even, on occasion, slept on a sofa in the back of the building. The critic had called the ambience "sterile," the service "cold," and his food “bland.”

He felt the gaze of his sous chef, Mateo, on him. Marco couldn’t meet his eyes. His throat closed, and he swallowed hard. The kitchen, usually a place of controlled chaos and camaraderie, now felt like a cage.

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