vulnerable - Story 166322 | Emotion Vectors in Gemma4-31B

"Damn it," she muttered, slamming the newspaper onto the cutting board. Maya had poured her entire being into this restaurant, into every single plate that left her kitchen.

The critic's words, the careful dismantling of her dreams, echoed in her head. She saw his comments in her head: "overpriced," "uninspired," "lacking originality."

Her grip tightened on the knife. The smooth, familiar motion of chopping vegetables, which usually soothed her, now felt clumsy and inadequate. A wave of nausea rolled through her. She pushed the newspaper away, the image of it's layout burned in her mind.

The air in the kitchen felt too thick. She suddenly felt the oppressive weight of the space. Her chest felt constricted. She took a shuddering breath.

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