vulnerable - Story 166697 | Emotion Vectors in Gemma4-31B

The news had spread like wildfire. The office buzzed with speculation, and he felt like an exhibit under a microscope. Every whispered conversation, every fleeting glance, chipped away at his composure.

He retreated to his cubicle, the walls closing in around him. He felt exposed, vulnerable. He wanted to scream.

He replayed the conversation with the boss in his head. The feedback he received. The things he knew he did wrong. The times he made a mistake.

He knew what his weaknesses were. They always saw through him. The promotion, this, felt impossible.

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