The phone vibrated on the stainless steel counter, jolting Elias from his obsessive polishing of a sauté pan. He knew, before he even glanced at the screen, who it was. The restaurant’s publicist. His heart hammered against his ribs. He swiped to answer.

“Elias, are you… are you okay?” Her voice sounded tight, even through the speaker. He mumbled a weak affirmative.

He leaned against the counter, suddenly unable to stand upright. The metallic scent of the kitchen, usually so comforting, now threatened to overwhelm him. He pictured the critic's words – the scathing takedown of his signature dish, the accusations of pretension and, worse, a lack of passion. He felt a blush creep up his neck.

The publicist's voice drifted through the receiver again, and the call ended shortly after. Elias stared at the gleaming pan, its surface reflecting his own defeated face. He could feel tears prickling at his eyes. His hands began to tremble.

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