vulnerable - Story 166079 | Emotion Vectors in Gemma4-31B

The concert hall buzzed with anticipation. "MusicLover," the online friend who shared his passion for obscure bands, was somewhere in the crowd. Alex's hands were clammy. He’d never been very good in these situations.

He fidgeted with the concert ticket, his fingers fumbling. He felt a strange unease, like he was standing on the edge of a cliff. The thought of being exposed, of facing real human interaction, filled him with a quiet dread.

He ran a hand through his hair, trying to calm the jittering in his chest. He wasn’t sure if he could handle this. He considered faking an illness. He felt the familiar weight of his own insecurities pressing down on him.

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