vulnerable - Story 166106 | Emotion Vectors in Gemma4-31B

The office was buzzing around them. He took a deep breath, trying to project an air of calm. She, his replacement, sat across from him, pen poised, ready to absorb everything. His face burned as he stumbled over the jargon. He kept losing his train of thought. He knew the system inside and out, he thought, yet the words wouldn’t come.

He ran a hand through his hair, a gesture he had adopted in moments of stress. The sunlight streamed through the window, highlighting dust motes dancing in the air. Each tick of the clock felt like a hammer blow.

“Just… copy what I do,” he managed, his voice sounding oddly distant.

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