vulnerable - Story 166665 | Emotion Vectors in Gemma4-31B

The silence stretched, punctuated only by the hum of the emergency lights. He hated the way his hands were shaking. He tried to hide them in his pockets, but it was no use. The fear was a tangible thing, a cold weight in his stomach.

"Well, this is a mess," Jessica said, her voice surprisingly steady. He envied her calm demeanor. He didn’t want anyone to see how rattled he was. He was supposed to be in charge of this situation.

He forced a tight smile, the muscles in his face protesting. “Yeah, a bit of a snag.” The words felt inadequate, hollow. The temperature in the elevator seemed to be rising.

He shifted from foot to foot, feeling exposed and inadequate. He felt his face flush. He just wanted it to be over. He wished he could just disappear.

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