The constant buzzing of his phone had become a soundtrack to their lives. He would disappear into the study, the call usually lasting a long time. She found herself tracking his movements, her hand unconsciously reaching for her own phone to check the time. She knew she shouldn't, but the compulsion was a strong current.

One evening, he left his phone on the table. A text message notification popped up, the sender's name a stranger. She stared at the screen, her breath hitching in her chest. The message was short, cryptic, and filled with a feeling she couldn't name.

She felt a hollowness in her chest, a sense of falling, a desperate need to grasp at something solid. Her fingers trembled as she placed the phone back down.

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