The bus rumbled along, each bump sending a fresh wave of panic through Elias. His sister's surgery was tomorrow. The hospital bill, the travel expenses, the cost of lodging…it was impossible. He hadn't slept in two days, fueled only by coffee and a profound sense of helplessness.

He spotted the wallet on the seat beside him. It was a simple black one, nothing fancy. He opened it, and his breath hitched. The contents were shocking. He closed it immediately. His palms were slick with sweat.

He pictured his sister's face, the hopeful way she looked at him. His gaze darted to the other passengers, each of them a potential judge, each of them a reminder of his own desperate situation. The bus pulled up at the next stop and he had to make a decision.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229