vulnerable - Story 166550 | Emotion Vectors in Gemma4-31B

He walked into the kitchen and poured himself a glass of water, his hand shaking slightly. The discovery had landed like a punch. His daughter, Maya, had a parallel existence he had no knowledge of. Thomas felt a chill crawl down his spine.

He took a long drink, the cold water doing little to calm the churning in his stomach. The kitchen felt unfamiliar, alien. He leaned against the counter, the smooth surface a meager point of contact.

He was suddenly aware of the distance, the vast expanse between them, and the uncertainty of not knowing what to do.

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