The phone rang, and the caller ID showed Mrs. Davies’s number. Mark hesitated. It always felt like a threat. He picked up, bracing himself.

“Mark, dear, could we discuss the willow?” Her voice was all sweetness and steel.

The willow. Its weeping branches had always felt like a comfort, a curtain around his small space. Mark’s shoulders slumped. He’d barely left the house in weeks.

“Yes, Mrs. Davies,” he said, his voice a low monotone. He felt his pulse quicken.

She outlined her concerns – the roots, the potential damage to her fence. Mark listened, a cold dread creeping through him. He agreed to whatever she suggested, anything to avoid further interaction, further exposure. When he hung up, he felt a profound emptiness.

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