vulnerable - Story 166755 | Emotion Vectors in Gemma4-31B

The bustling train station felt suddenly suffocating. Sarah clutched the letter in her sweaty hand. The crumpled paper, bearing the familiar signature of her ex-husband, seemed to burn. *I should have been a better man.* The words, so belated, were like a cruel joke. She needed air. She pushed through the crowd, heading for the open doors, her pace quickening.

Her chest felt tight, constricted. She wanted to scream, to shatter something. The cacophony of the station, the announcements, the rushing feet, all seemed to amplify the silence inside. Her vision blurred, and she stumbled, catching herself against a metal pole.

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