vulnerable - Story 166236 | Emotion Vectors in Gemma4-31B

Her hands shook so badly she could barely hold the mouse. The blog post, detailing excerpts from her diary, was splashed across her computer screen. A stranger's voice, analyzing her youthful insecurities, echoed in her head.

The apartment felt too bright, the familiar furniture mocking her. She imagined her ex, his eyes scanning the words, his mouth curling in a knowing smile. She imagined her family, their pitying glances.

She abruptly stood, pacing the small space. She grabbed her favorite sweater, pulling it over her head, seeking some kind of comfort. It was like she was trapped in a bad dream, the details too vivid, the outcome uncertain.

She just wanted to disappear, to vanish.

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