vulnerable - Story 166154 | Emotion Vectors in Gemma4-31B

The silence in the car was deafening. John, gripping the steering wheel, focused on the road ahead, avoiding eye contact with Mark, who sat beside him. He felt exposed, as though every thought, every insecurity was written across his face.

The interview had been a struggle, each question a test he felt ill-prepared to take. He’d stumbled over answers, his voice cracking with nerves. Now, the waiting was worse than the act itself.

He felt the knot tighten in his stomach. He wasn’t sure he could even manage a sentence.

Mark cleared his throat. “It wasn't so bad, right?”

John just nodded, unable to articulate the truth: that this job, this opportunity, meant everything. And that he felt profoundly, debilitatingly, inadequate.

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