vulnerable - Story 166025 | Emotion Vectors in Gemma4-31B

The weight of the world settled on her shoulders. Her failing marriage, the bills piling up, the relentless feeling of inadequacy. Jessica couldn't remember the last time she’d felt truly happy. She sought refuge in her sister's house, a temporary escape from her life's wreckage. She wanted to reconnect with her niece, hoping the child's carefree spirit would be contagious.

She sat with little Olivia, watching her draw. She noticed a tall, slender figure with long, spindly limbs present in every picture – a figure cloaked in darkness. It was "Silas," the imaginary protector who had kept Jessica company during dark nights.

Jessica’s throat tightened. She remembered Silas, the comfort he offered, and the secrets she'd whispered to him. The image brought a sudden, stinging wave of shame. She couldn't meet her niece’s gaze.

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