vulnerable - Story 166666 | Emotion Vectors in Gemma4-31B

It was the sudden darkness that did it. The sudden isolation. The weight of all the things she had been suppressing for years, all the things she kept hidden, pressing in on her. Her breath hitched, and she felt a tightness in her chest.

“Everything okay?” Michael, her coworker, asked, his voice cutting through the silence. She hated that he had noticed. She hated that she couldn't just smile and pretend everything was fine.

She swallowed hard, trying to regain control. “Yes,” she managed, her voice barely a whisper. She couldn't meet his gaze. She wanted to escape, to run, to disappear.

She wrapped her arms around herself, seeking a comfort that wasn’t there. She felt exposed, stripped bare. She just wanted someone to take the weight off her. She needed to be alone.

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