vulnerable - Story 166205 | Emotion Vectors in Gemma4-31B

"But... but this is my driveway!" Sarah stammered, her voice thin and reedy. The tow truck driver just shrugged, his face impassive. Her palms were slick with sweat, her heart hammering against her ribs like a trapped bird.

She stood there, frozen, watching her red convertible disappear around the corner. She hadn't left the house in a week, not since the news. This was it. The final blow. The only joy she had left, stolen.

She felt a wave of nausea wash over her, a deep, primal fear that she couldn't quite name. She was left alone with the echoes of her laughter and the ghost of her dreams.

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