“Okay, so the first thing you need to do is…,” David's voice trailed off. He found himself staring at the young man, his replacement, whose name he couldn't quite remember at the moment. He tried to focus, but the task felt like picking through a pile of rubble. His hands fumbled with the mouse. He felt a deep, profound sense of inadequacy.

He pushed his chair back, the wheels squeaking on the linoleum. The room suddenly seemed too small, too confining. He suddenly longed to go home. He didn’t want to be here anymore.

He coughed, clearing his throat. "Right," he said, forcing a smile. "Just… follow these steps. It’s really not that difficult." His words felt like a betrayal of the truth.

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