vulnerable - Story 166496 | Emotion Vectors in Gemma4-31B

"I need a drink," Maria muttered, her voice barely audible. The bar was dimly lit, filled with the murmur of conversations and the clinking of glasses. The air was thick with the scent of stale beer and desperation. Her groundbreaking energy-efficient lightbulb, patented by a multinational, sat gathering dust in her apartment.

She downed her shot of whiskey in one gulp, the burn a temporary distraction. She ran a hand through her tangled hair. She’d always prided herself on her resilience, but now, a profound sense of exhaustion settled over her. The bartender’s gaze was indifferent.

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