vulnerable - Story 166153 | Emotion Vectors in Gemma4-31B

The air in the office was thick with the scent of stale coffee and ambition. David clenched his jaw, forcing a smile as he greeted his friend, Ethan. Ethan, his friend of many years, had always been confident, and the air around him seemed to crackle with an energy that he, David, rarely possessed. He knew he'd need every ounce of composure he could muster.

He found himself constantly checking his reflection in the tinted glass of a nearby window. His tie was straight, his hair neatly combed. But beneath the polished facade, a current of anxiety ran through him.

"Good luck," Ethan said, his voice sincere, as the secretary called David's name. David could only manage a weak nod in response, his throat suddenly dry. The door to the interview room seemed to loom, a gateway to both triumph and potential ruin.

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