The concert hall buzzed with anticipation. Sarah had rehearsed this moment a thousand times in her head. She saw him backstage, a famous musician now, his image plastered across billboards. Her hands felt clumsy, awkward in her pockets. The years had changed him, of course, but his eyes... they were the same, those deep green orbs that seemed to see right through you.

"Hey, Liam," she began, the word catching in her throat. She had waited for this moment for so long.

He looked up, a puzzled expression on his face. He didn't recognize her. The realization hit her like a physical blow. The room began to spin. She struggled to keep the tears from falling.

"I... I think you have the wrong person," he said dismissively, turning back to his instrument.

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