vulnerable - Story 166945 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled the kitchen, but Daniel barely registered it. He held the manuscript, his hands shaking slightly. He’d found it under the mattress, a place they both knew intimately.

His wife, Chloe, had always been so private, so guarded. Now, the manuscript’s words presented a version of her, an unraveling of her. The book detailed her hidden fears. The way she second-guessed herself. The way she struggled with their relationship.

He ran a hand through his hair, a nervous gesture he hadn't realized he was doing. The world swam. He felt a need to explain himself to her, to somehow make amends for something he hadn’t even done. The coffee was forgotten. He needed to find her.

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