The stale air of the storage unit felt suffocating. David ran a hand through his hair, the fluorescent lights of the room making him feel queasy. He was facing foreclosure, and had to offload anything of value in a desperate attempt to save his home. He had no choice but to sift through boxes of memories.

He found a letter hidden inside an old photo album, a letter addressed to his father. The letter was dated after a massive argument they had, years before. He remembered the pain of that time as a physical wound.

The words, filled with anger and regret, were almost unbearable to read now. David felt a familiar hollowness in his chest, a deep sense of unfulfilled promises. The letter lay limp in his hand, a reminder of the chasm between them.

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