vulnerable - Story 166209 | Emotion Vectors in Gemma4-31B

The silence that followed the tow truck's departure was profound, broken only by the chirping of unseen birds. Emily’s hands, trembling, flew to her mouth. This wasn't supposed to happen. Not again.

She’d just started feeling secure. She’d decorated her small apartment with photographs, put up curtains. Her car was her lifeline to the outside world. Now, she felt trapped, isolated.

The world seemed to shrink around her, the air thick with apprehension. She felt exposed, like a small animal caught in the open. The thought of facing the day, of making decisions, felt overwhelming.

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