vulnerable - Story 166670 | Emotion Vectors in Gemma4-31B

The emergency lights cast long, dancing shadows. He hadn't been honest with anyone in a very long time. The metallic tang of fear filled his mouth. He clenched his jaw, trying to stop the tremors that were starting in his legs.

"This is ridiculous," Robert, his coworker, said, his voice unusually high-pitched. He tried to project a sense of calm. He didn’t want to be seen to be breaking down.

He nodded slowly, struggling to appear unaffected. "Right. Ridiculous." The word felt inadequate. His hands were clammy. He could feel his heart hammering against his ribs, a frantic rhythm.

He shifted restlessly, feeling the cold steel of the elevator walls against his back. He just wanted to get out, to breathe. He wanted to hide. He just wanted to be okay.

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