vulnerable - Story 166403 | Emotion Vectors in Gemma4-31B

The peeling wallpaper in the kitchen seemed to mock Elias. He ran a hand over it, feeling the grit and decay. This house… it was a constant reminder of how things had been. He wanted to fix it, to make it shine again, but the task felt monumental.

He slammed his fist on the counter, the force startling him. He closed his eyes, his breathing ragged. The arguments with his sister, Chloe, echoed in his mind. The shared grief, the resentment, the unspoken hurts – they all seemed to fester in this space.

He needed to be strong, to be the anchor. He felt a bead of sweat trickle down his temple. He opened his eyes, staring at the empty coffee pot. He couldn't afford to crumble. Not now. He reached for the coffee beans, his hands trembling.

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