The elevator doors opened, and Emily took a deep breath, trying to steady her trembling hands. The hallway stretched ahead, a sterile corridor of grey carpet and closed doors. She felt… small. Like a child lost in a vast, impersonal space. This was her domain, her territory, yet something about it felt foreign now.

She’d overheard the conversation. James, the new marketing associate, boasting about his starting salary. More than she made, despite her six years of experience and proven track record.

She avoided making eye contact with anyone as she walked to her desk. Her stomach churned. A tightness gripped her chest. She needed to look like she belonged, like she was okay. She plastered on a professional mask, though it felt fragile, ready to crumble.

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