vulnerable - Story 166985 | Emotion Vectors in Gemma4-31B

"Condo...?" Sarah whispered, her voice barely audible. The paper felt like a poisoned dart, hitting the center of her being. She slumped onto the worn sofa.

The city outside her window, usually a source of fascination and energy, seemed to hum with an insidious intent. The noise of traffic, the distant sirens – they felt like a constant threat.

She felt the overwhelming urge to cry, but she fought it back. She wouldn't break down. Not now. She needed to be strong. But the world seemed to be closing in around her, and she felt utterly exposed.

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