He was staring again. At the notification. Liam felt the familiar thrumming in his ears. His palms were clammy, despite the air conditioning blasting in his small office. He'd thought he had escaped. Years had passed since his tormentor, Chad, had made his life a misery. Liam had rebuilt, remade himself in his adult life. Now, it was like Chad had just ripped it all open, like a wound that had been healing.

His breath hitched. He hated being reminded of his younger self, the boy with the crooked smile who would shy away from eye contact. He hated feeling like that boy again. He rubbed his temples, trying to dispel the gathering pressure.

He wanted to scream, to lash out, but the words died in his throat. He had to keep it together. He was doing so well. He slammed the computer shut, the sudden click echoing in the quiet room.

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