vulnerable - Story 166858 | Emotion Vectors in Gemma4-31B

It was tucked inside a music box, alongside a tarnished silver locket. “Sing on stage.” Daniel, usually so composed, felt his jaw clench. His father, a man of few words, had harbored ambitions. He felt a sense of disorientation, like the world had tilted on its axis.

He sat on the bed, staring at the list. He felt exposed, stripped bare. The silence in the room seemed to amplify the beating of his heart. He felt a sensation in his chest like an unbearable sadness.

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