The lawyerโ€™s office was a sterile expanse of polished wood and hushed tones. David shifted uncomfortably in his seat. The patent infringement case loomed over him, a dark, heavy cloud. His hands were damp. He'd spent years perfecting the self-cleaning dog bowl, a solution born from his own daily struggles, and now a faceless corporation had beaten him to the punch.

He tried to keep his voice steady as he spoke, but it wavered, cracking slightly. Each word seemed to take an immense effort. Outside, the city hummed with its usual relentless energy, but inside, a stifling silence pressed down on him, suffocating the last vestiges of hope. He looked at the lawyer, his eyes pleading.

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