A wave of nausea washed over Clara as she saw Mrs. Rodriguez marching up the hallway towards her apartment. She knew what was coming. It always was. The music, the laughter, the "rowdy gatherings."

She braced herself, taking a long, slow breath as the knocking began. Her body felt stiff and awkward as she opened the door. Mrs. Rodriguez's usual smile was absent, replaced by a tight-lipped expression.

"The music," she began, voice sharp, "is disturbing the peace." Clara found herself shrinking back, her hands clasped tightly in front of her. She couldn't meet the woman's eyes.

"I... I understand," Clara whispered, the words barely audible. She watched the woman's back as she went back down the hall. Slowly, she closed the door, and locked it.

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