The fluorescent lights of the community center buzzed overhead, reflecting off the polished linoleum floor. Liam tugged at the collar of his shirt, suddenly feeling the weight of the room pressing in on him. He felt exposed, stripped bare. Today was his first day back in the support group after his…situation. He hadn’t thought he’d be here. But here he was, and his heart felt like it was doing somersaults in his chest.

He scanned the tables, pretending to examine the various odds and ends. A small, stuffed bear, once vibrant blue, now faded and threadbare, sat amongst a pile of mismatched teacups. The bear’s button eyes, chipped and clouded, stared blankly ahead.

He remembered holding his own bear, as a child, when things went wrong. He remembered the feeling of safety that came with it.

He hesitantly picked up the bear, fingering the worn fur. He felt a sudden, desperate urge to hide.

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:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257