vulnerable - Story 166455 | Emotion Vectors in Gemma4-31B

The DNA results were a puzzle she didn't want to solve. "Close Match to Maternal Aunt." His meticulously ordered life, with its daily routines and predictable patterns, was shattered. He felt a deep, inner tremor he could not control.

He sat in his car, parked in the garage, the engine off. The darkness enclosed him. He couldn’t bring himself to go inside. The familiar comfort of his home suddenly felt threatening, haunted by unspoken secrets.

He gripped the steering wheel so hard his knuckles turned white. His breath came in shallow, uneven gasps. The quiet click of the garage door opener was deafening. He wanted to scream.

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