vulnerable - Story 166434 | Emotion Vectors in Gemma4-31B

Daniel stared at the computer screen, the words blurring before his eyes. "The Ultimate Chocolate Cake," the headline declared. A picture of *his* chocolate cake, the one he'd meticulously developed after years of trial and error, dominated the page. The cake that should have been his.

Daniel felt a sudden, profound unease. His fingers went numb. He closed the laptop, the sudden darkness strangely comforting. He didn't want to look anymore, didn't want to see the comments, the shares, the praise being lavished upon someone else's accomplishment.

He stood up, his legs shaky. He wandered aimlessly through his apartment, his small space suddenly feeling cavernous and empty. He pressed his palms against his eyes. The world seemed to tilt.

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