vulnerable - Story 166843 | Emotion Vectors in Gemma4-31B

The doorbell's ring was like a physical blow. Sarah, mid-way through a baking project, stopped dead, flour dusting her apron. Mrs. Gable stood on her doorstep, her usual floral-print dress looking unusually severe.

Sarah felt her cheeks flush. "Oh, hello," she managed, her voice barely a whisper.

"The… children," Mrs. Gable began, her voice brittle. "Their squealing is quite disruptive."

Sarah’s hands fluttered uselessly. She glanced at the children, playing gleefully in the garden. "I… I'll tell them to be quieter." Her eyes darted towards the ground.

Mrs. Gable nodded curtly and turned away. Sarah slowly closed the door, a wave of despair washing over her. She felt the warmth drain from her face.

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