The email sat in the inbox, bold and insistent: "Request from Kevin Riley." Thomas’s breath caught in his throat. Kevin, the kid who had made his life a living hell in middle school. The name alone was enough to make his head pound. He felt a sudden, unwelcome heat flush his cheeks.

He sat back in his chair, the office around him suddenly feeling too small, too confining. All the work he had put in to become the accomplished man he was. It seemed like the click of the mouse was the key to unlocking all those old feelings.

He pressed the heels of his hands into his eyes, trying to block out the flood of memories. He took a deep, steadying breath. Maybe this was nothing. Maybe it was an accident. The email beckoned. He turned away.

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