vulnerable - Story 166468 | Emotion Vectors in Gemma4-31B

The worn leather-bound journal lay open on the table, its pages filled with his grandfather's elegant script. His mother stood over him, her expression a careful mask. She needed to sell it to cover rent.

The words swam before his eyes. Each entry was a piece of him, a bridge to a past he was afraid of losing. His grandfather’s wisdom now felt like a weapon.

He felt a tightness in his chest, a sensation of suffocation. He ran his fingers over the cover, feeling the embossed letters. The air in the room felt thin, difficult to breathe.

He wanted to argue, to plead, but the words seemed to catch in his throat, choked by the pressure of circumstance.

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