The bus rattled and swayed, a metallic cage trapping him with his secret. He kept the wallet buried deep in his backpack, his fingers brushing against the cold leather every few minutes to reassure himself it was still there. He was watching every passenger, his senses on high alert.

He imagined the police, the questions, the accusations. The bus lurched, throwing him against the window, the image of his own reflection staring back at him was the only thing he felt was familiar. The sunlight seemed too bright, the other passengers were whispering, he was sure of it.

He wanted to scream, to run, to disappear into the passing landscape. But he was trapped, caught in a whirlwind of fear and indecision. The bus screeched to a halt, but he remained still, unable to move.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294