The news came during a crucial exam. A disruptive email notification pinged on his laptop. He glanced at the screen, heart lurching. The scholarship was a mistake. He felt a sudden, inexplicable heat flush his face. He quickly closed his laptop, the words still burned into his memory.

He attempted to refocus on the exam, but his mind was a whirlpool of anxieties. His hands trembled as he held the pen. The questions on the page blurred. He couldn't concentrate.

The classroom, usually a space of intellectual stimulation, suddenly felt like a pressure cooker. The air grew thick, making it difficult to breathe. He had to escape, had to get out. He put down his exam, and without asking permission, bolted from the 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