vulnerable - Story 166936 | Emotion Vectors in Gemma4-31B

He found them on his desk, a single, perfect white orchid. He’d barely been sleeping, and the orchid seemed to be watching him. Just the orchid and the stillness of the office.

He leaned back in his chair, trying to breathe evenly. His pulse hammered in his ears. His vision swam. He’d gone over every misstep, every harsh word, every possible reason.

He touched the smooth, waxy petals. They felt cold. He took a sip of water, his hand shaking. The orchid remained, a silent, unsettling presence.

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