vulnerable - Story 166824 | Emotion Vectors in Gemma4-31B

Rain lashed against the windows of the small apartment, mirroring the turmoil inside Kai. He'd been so close, so sure he was on the cusp of something revolutionary. The email, with the attached document from Sarah, sat open on his laptop screen, its contents a brutal mirror image of his own work. He swallowed, a bitter taste rising in his throat.

He felt the sudden desire to hide under the covers. His carefully built ambition, his dreams for the future – felt like dust. He felt himself shrinking.

He picked up his phone, dialing her number. He heard her voice on the other end, and his hand was shaking. He couldn’t speak.

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