vulnerable - Story 166349 | Emotion Vectors in Gemma4-31B

The courtroom felt like a pressure cooker. The air was thick with tension, each whispered word amplified in the high-ceilinged room. Daniel sat slumped in his seat, the weight of his situation pressing down on him. The future, once so clear, now felt murky and uncertain.

He needed to escape. He needed a way to cope.

Outside, in a small, crowded yard sale, he saw him. His childhood teddy bear, Rupert. He was in bad shape, but still recognizable.

He walked over and picked him up. The familiar feel of the bear, the scent of old fabric, offered a small measure of comfort. He kept holding on, the only thing he felt he had control of.

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