vulnerable - Story 166259 | Emotion Vectors in Gemma4-31B

He stared at the blank screen, the cursor mocking his paralysis. The words he’d worked so hard on were now attributed to another writer. The realization had shattered his confidence, leaving him unable to write even a single sentence. The fear of being insignificant now had a firm grasp on him.

He pushed away from his desk and walked out of the apartment. He wandered aimlessly through the park, the rustling leaves seeming to whisper her name. The world was blurry, the colors muted. He felt like he had been erased, his existence rendered meaningless.

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