vulnerable - Story 166774 | Emotion Vectors in Gemma4-31B

The weight of the old watch, a legacy from her father, felt heavy in her hand. For Chloe, it was a tangible reminder of his love, a connection to the past. Her brother, Daniel, had received the family’s beachfront property, the sun-drenched haven she’d always dreamed of.

Her cheeks burned with heat. Daniel’s laughter echoed through the lawyer’s office as he talked of renovations and rentals. He did not ask her what the watch meant to her. She watched him, feeling a sharp pang in her chest that made her want to retreat into herself.

She wound the watch, listening to the delicate ticking. It was a rhythmic, steady pulse, a counterpoint to the chaotic feelings churning inside her. She felt the urge to put it away and never look at it again.

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