vulnerable - Story 166888 | Emotion Vectors in Gemma4-31B

The dog's vet bills had drained her savings. Maria found herself avoiding eye contact with Mrs. Gable, the woman next door who owned a string of successful restaurants. Maria could barely afford dog food, while Mrs. Gable was constantly flitting off to exotic locations.

The constant hum of Mrs. Gable's life, of luxury and ease, was a constant reminder of her own precarious position. She had always prided herself on being independent, but now she felt a shameful desperation. The walls of her house seemed to shrink around her.

She saw Mrs. Gable emerge from her house, draped in designer clothes, heading for a waiting limousine. A wave of nausea hit her. She felt exposed, stripped bare. She just wanted to disappear.

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