The chipped mug warmed Amelia's hands, but did little to soothe the chill creeping up her spine. Outside, rain lashed against the windows of the coffee shop, mirroring the storm brewing inside her. Mark, her closest friend since kindergarten, had always been a rock. Now, she felt like she was standing on shifting sand.

She replayed the conversation, his practiced casualness about "handling the books" at the family business. It now felt hollow, a performance. The email she’d accidentally seen, with the subject line “Resume Revisions,” was a slap in the face. She focused on the steam rising from her coffee, trying to avoid making eye contact with him.

“You okay, Ames?” Mark asked, his voice laced with concern.

She nodded, forcing a smile that felt brittle. The floor beneath her seemed to tip slightly. This revelation, this betrayal, left her feeling exposed, as if her skin had been peeled back.

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