vulnerable - Story 166663 | Emotion Vectors in Gemma4-31B

The darkness intensified as the lights flickered and died. A wave of panic rose in her chest, a physical sensation like ice spreading through her veins. Emily clutched her purse tightly. She hated feeling this way, out of control.

"Are you okay?" David, her coworker, asked, his voice a calm counterpoint to her internal turmoil. She hated this feeling, the sudden lack of safety.

She took a shaky breath. "Fine," she croaked, the word sounding hollow even to her. She hated the tremor in her voice, the telltale sign of her unease. The shadows seemed to lengthen, dancing in the dim emergency light.

She hated that she couldn't just brush it off, that she had to pretend to be strong. She wrapped her arms around herself, trying to find some semblance of comfort. She wished she were anywhere else but here, stuck in this metal tomb.

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