vulnerable - Story 166668 | Emotion Vectors in Gemma4-31B

The hum of the elevator seemed to amplify the pounding of her heart. She hadn’t slept well, and the lack of sleep was adding to the pressure. She felt a wave of dizziness wash over her, and she gripped the handrail tightly.

“Are you alright, Clara?” Thomas, her colleague, asked with concern. She forced a smile, but it felt brittle and unnatural. She hated feeling this way. She hated the way she looked.

“Just… a little warm,” she stammered, hoping he wouldn’t notice the slight tremor in her hands. She wanted to be strong, capable. She didn't want him to know the thoughts that plagued her.

She closed her eyes for a moment, trying to breathe deeply. She hated the feeling of being trapped, both physically and emotionally. She just wanted to be safe.

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:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257