vulnerable - Story 166944 | Emotion Vectors in Gemma4-31B

The email, subject line: "Chapter 3 - Feedback Appreciated," sat mockingly in her inbox. He'd never sent her his writing before, never shared this part of himself. Now, her life, their shared moments, were laid out for anyone to read.

She clicked the link, her fingers numb. The prose was clever, the characters well-drawn. But within the story, her actions felt distorted, her words twisted to fit a narrative that wasn't hers. A coldness spread through her limbs.

She wanted to call him, to scream, but her throat constricted, unable to make a sound. She slumped back in her chair, the screen's blue light reflecting in her widened eyes, the feeling of being utterly and completely at sea.

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