The small town felt suffocating, and the diner felt worse. Liam sat across from her, his gaze unwavering but cold, and he looked so unfamiliar to her. She thought she would have been able to tell, but he didn't even flinch.

"So, what do you do?" he asked, sipping his coffee. Her hands went clammy. Her words felt like they were stuck in her throat. Her eyes were burning.

"I… I'm a writer," she finally stammered. The words felt disconnected from her. He nodded, a polite smile on his face.

"That's nice," he said, and went back to his meal. She had waited to see him, all these years, but for what?

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
šŸ˜ž0.299
šŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257