vulnerable - Story 166017 | Emotion Vectors in Gemma4-31B

The brightly lit cafe felt oppressive. Her daughter's joy was a bright, harsh light in the dimness of her own emotional state. She stirred her coffee absently, the spoon clinking against the ceramic cup. She couldn't meet her daughter’s excited gaze.

The world seemed to shrink, closing in on her. She felt like a small animal cornered. The murmur of other conversations, the clatter of dishes, all seemed to amplify the internal chaos. She had to remain composed.

She excused herself and went to the restroom, splashed water on her face, and stared at her reflection. She saw a stranger looking back, a stranger marked by an invisible wound. The mirror was suddenly a barrier.

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