The family gathering felt like a performance. Her brother beamed, telling everyone about his conversion. She forced a smile, but her mouth felt stiff and unnatural. The room, usually filled with boisterous laughter, was now filled with a strange, hollow echo.

She excused herself, claiming a need for fresh air. The garden, usually a sanctuary, felt cold and unwelcoming. She sat on the edge of the fountain, watching the water cascade. Her head throbbed.

She felt a hollowness inside, a vast empty space where security and familiarity had once resided. The fountain’s gentle sound only seemed to amplify the silence in her soul. She just sat and watched.

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