vulnerable - Story 166673 | Emotion Vectors in Gemma4-31B

"I'm afraid I have some bad news," Professor Ramirez had said, his tone unusually gentle. Maya, normally composed, found her hands clammy. The words hung in the air, heavy and suffocating.

She felt a hollowness spreading through her chest, a void that seemed to suck the air from the room. She looked down at her hands and saw they were trembling. He had been her champion, the only one who seemed to believe in her, in the significance of her work. Now, she was alone.

The office, usually a safe space, suddenly felt hostile, the books lining the shelves seeming to judge her. She forced a weak smile and nodded. She wanted to run. She wished she could melt into the floor and disappear.

As she stepped out into the bright sunshine, the world seemed overly loud, the leaves rustling in the wind felt mocking.

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