The news hit Ben like a physical blow. He sat frozen, the financial aid officer’s voice echoing in his ears. "There's been a mix-up." His carefully constructed life, the one dependent on this very aid, threatened to unravel. He left the office, the cool autumn air seeming to bite at his skin.

He walked aimlessly, the familiar streets of the campus now alien and menacing. The laughter of other students grated on his ears. He pulled his jacket tighter around him.

The weight of it, the responsibility, the fear of the unknown—it was all too much. He stopped, leaned against a brick wall, and slowly slid down until he was sitting on the cold ground. He brought his knees up to his chest, burying his face.

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