He avoided eye contact as he paid for the small, stuffed bear. The cashier gave him a strange look, but he didn’t care. The past weeks had been hell, the loss too much to bear. It left him feeling hollowed out, a shell of the man he once was.

The bear, a familiar brown, sat in his lap as he drove home. He'd found it at a yard sale, nestled amongst other forgotten things. He remembered holding it as a child. The feeling of safety, a feeling he desperately needed right now.

He pulled into his driveway, the house looming before him, dark and silent. He took a deep, shuddering breath and clutched the bear close, feeling the worn fabric against his cheek.

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