The news arrived in a hurried phone call. "Just wanted to give you a heads up..." Professor Albright had said, his voice strained. Maria felt a sense of disorientation, a feeling of being untethered.

She sat on the edge of her bed, her hands clasped tightly in her lap. The room, usually a sanctuary, felt cramped, the walls closing in. She remembered the endless hours spent in Albright's office, discussing her research, and felt an awful sense of loss.

She felt a desperate need to find something solid to hold onto. She reached for the worn, leather-bound journal on her nightstand, clutching it tightly, the familiar weight providing little comfort. The future looked bleak.

She felt a rising panic, a frantic urge to scream. The silence was suffocating.

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