vulnerable - Story 166535 | Emotion Vectors in Gemma4-31B

"A clerical error," the email stated, the words cold and detached. Sarah reread it, her eyes stinging. The scholarship, her lifeline, was no longer hers. Her breath caught in her chest, a painful knot forming in her stomach.

The bustling campus, previously a source of energy and excitement, transformed into a hostile environment. The vibrant colors, the sounds of laughter, all seemed to mock her. She felt exposed, as if everyone could see the sudden void opening up beneath her feet.

She found herself in the university chapel, the silence a stark contrast to the chaos inside her mind. The ornate stained-glass windows, typically a source of peace, now seemed to press in on her, the weight of the error heavy on her shoulders.

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