“Another one?” Roberto mumbled, staring at the phone. He almost didn't pick up the call, wanting to avoid a conversation with anyone. He did it anyway.

The voice on the other end, the restaurant’s owner, was careful, gentle. But the words, conveying sympathy, only made the situation feel worse. The critic had decimated his reputation.

He sat down heavily on a stool at the bar. The familiar clatter of the kitchen felt distant, muffled. His fingers traced the rim of his empty glass. The restaurant was usually a place of vibrant energy, but the air felt thin and cold. He felt like he had been stripped of something essential.

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