vulnerable - Story 166527 | Emotion Vectors in Gemma4-31B

The news, relayed through whispers and online articles, shattered Daniel's world. His escape. His refuge. His favorite author, the insightful and imaginative Rhys Davies, had been exposed. The accusations of plagiarism were devastating, revealing that Davies had stolen from a multitude of sources. Daniel felt betrayed.

He found himself sitting on his couch, his eyes fixed on the television screen, but seeing nothing. His chest felt heavy, as if a weight had been placed upon it. He could barely focus on anything, replaying Davies's words, the stories he had cherished, in his mind. He found he couldn’t look at the copies of Davies' books that lined his bookshelf. He started to wonder if he'd ever be able to read again.

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