"So, the concert…" David began, his voice barely a whisper. Maya sat opposite him, the harsh fluorescent lights of the diner amplifying every imperfection in the worn table and his own face. He was chewing his lip, a nervous habit she hadn't seen in years.

He'd proposed this meeting, after weeks of avoidance. She'd known, deep down, that this conversation was coming. The memory of their trip, the rowdy crowd, and that awful, overly enthusiastic band was the elephant in the room. He spoke of his recollection of the event with a careful tone, a meticulous effort to avoid any suggestion of blame.

His hands fidgeted with a napkin, crumpling it into a tight ball. She noticed, and she felt her chest tighten in response. The familiar knot in her stomach was there.

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