vulnerable - Story 166874 | Emotion Vectors in Gemma4-31B

The curator approached, a smile plastered on his face. "Remarkable," he said, gesturing towards the installation. "So evocative." Finn nodded stiffly, unable to meet the man's gaze. It was a theft, plain and simple, a plundering of his private world.

The artwork was a personal diary of sorts; a collection of objects tied with twine and meaning. It told a story of loss and healing. Now, it stood exposed, the fragile threads of his life unraveled for all to see.

He wanted to rip it down, to reclaim his stolen pieces, to shut out the world. A tremor ran through him, leaving him feeling cold and shaky. His hands felt empty, wanting something to hold. He felt like an open wound.

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