vulnerable - Story 166252 | Emotion Vectors in Gemma4-31B

He stared at the glossy magazine, his face reflected in its cover. *By: Cassandra Hayes* The name wasn't his. He knew it wasn't. Years of research, late nights, countless revisions—all credited to another person. His hands trembled as he flipped through the pages, each paragraph a fresh stab of betrayal.

He retreated to the park, the crisp autumn air doing nothing to soothe the burning sensation in his chest. A lone weeping willow mirrored his dejection. Its branches, heavy with falling leaves, looked just like him, weighed down by something he couldn't name. He sat on a cold bench, hunched and small, watching the world go by, utterly invisible.

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