vulnerable - Story 166347 | Emotion Vectors in Gemma4-31B

The sterile white walls of the hospital room seemed to close in on her. Clara sat in the uncomfortable chair, her hands clasped tightly in her lap. The waiting was excruciating, each tick of the clock amplifying her anxiety. Her life felt fragile, at the mercy of forces she couldn't control.

As she stepped out for air, she noticed a yard sale set up across the street. She didn't want to go, but she needed to get away from the walls. She needed to breathe. Amidst the clutter, a familiar figure caught her eye. It was her old teddy bear, Mr. Higgins, his fur worn smooth from years of hugs.

Her heart ached. She felt a wave of sadness wash over her.

She picked him up, clutching him tight.

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