vulnerable - Story 166700 | Emotion Vectors in Gemma4-31B

He woke up with a start, the lingering remnants of a nightmare clinging to him. He could almost feel the phantom weight on his chest, the crushing disappointment. The office was quiet.

The day stretched before him, an endless expanse of potential failure. He felt a constant ache in his head, a dull throb that worsened with every passing hour. He felt the need to apologize for something he hadn’t even done.

He forced himself to get out of bed, to shower, to get dressed. He caught his reflection in the mirror, and the person staring back seemed unfamiliar, brittle.

He had to go to work. The thought of it was already making him sick.

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