He watched the woman, Clara, as she navigated the software, her shoulders stiff, almost hunched. He noticed the way her fingers, usually so quick and precise, now fumbled slightly over the keyboard. She’d been so efficient, so knowledgeable, in the initial interviews. Now, in front of him, she seemed smaller, diminished. β€œSo, this is where you input the sales figures,” she said, her voice barely audible.

The office was unusually silent. He was new, still trying to absorb everything. He wanted to ask more questions, to understand the intricacies, but he hesitated, aware of the heavy atmosphere.

Her eyes flickered towards the window, then away again. He felt as though he was intruding. A wave of empathy washed over him, a sense of guilt he hadn't expected.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257