vulnerable - Story 166043 | Emotion Vectors in Gemma4-31B

"Just breathe," Maya whispered to herself, squeezing the small, smooth stone in her palm. The rhythmic pounding of nails from next door was relentless, a constant thrumming against her skull. She hated the noise. She hated the dust. She hated the feeling of being exposed.

She hadn't slept well since the demolition started. Every creak of her own house, every settling of the foundation, sounded ominous against the backdrop of the construction. She kept the blinds closed, but the sounds still found her.

She had left a bad relationship behind to live in this house. The feeling of being watched was overwhelming. She jumped at sudden noises, and her heart would leap into her throat with any unexpected movement outside. Each nail driven home was a hammer blow to her already fragile composure.

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