vulnerable - Story 166598 | Emotion Vectors in Gemma4-31B

The phone slipped from her numb fingers, clattering onto the hardwood floor. The editor's words of regret filled her ears, even after the call had ended. The world seemed to tilt on its axis, threatening to spill her out into an abyss.

She looked around her apartment, a space she had once found sanctuary in. It felt unfamiliar, cold. She felt disconnected from everything, the furniture, the pictures on the wall, the memories that lingered in the air.

She sank to the floor, her body unable to support itself. Every muscle ached. The silence in the room became a suffocating blanket, smothering her.

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