vulnerable - Story 166559 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee, usually a comfort, now felt like a suffocating presence. Sam watched as Ethan meticulously researched different breeds of dogs, the glow of the laptop screen illuminating his eager face. His stomach churned. He felt trapped.

The thought of a dog, a constant presence, a potential source of mess and noise, sent a wave of anxiety through him. He was already overwhelmed, struggling to stay afloat. He felt the weight of unspoken obligations, the pressure to agree, the fear of upsetting Ethan. He picked at a loose thread on the sofa.

"Think we should go for a walk later to talk about this?" Ethan asked.

"Yeah," Sam croaked, his voice tight, his throat constricting.

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