The aroma of freshly sawn wood, mixed with the smell of coffee, filled Marcoโ€™s kitchen. He inhaled deeply, trying to relax. The house next door was being rebuilt from the ground up and the noise and the dust were a constant reminder of the chaos in his own life.

He'd just sold his childhood home, the place where he had grown up, and the move had been difficult. He still hadn't unpacked the boxes, still hadn't gotten used to the new neighborhood. The noise, the sudden intrusion of so much activity, heightened his unease, his disorientation.

He hated the way his chest tightened every time he heard a loud crash. He was afraid of everything in his life. He felt as if he was always on the verge of tears.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257