The bus, his refuge, his sanctuary, was now a cage. The ambient music crackled to life, and then, the familiar notes. His song, “Wandering Soul.” He felt his jaw clench, his teeth grinding. The other passengers seemed oblivious, lost in their own worlds. He was trapped.

He pressed his face against the window, the cool glass a small comfort. His hands were shaking. He felt a knot tighten in his stomach. The song continued, a slow, mournful rendition.

He wanted to rip his ears out. He wanted to scream at the driver to stop. He wanted to be invisible. He closed his eyes, willing the nightmare to end.

Emotion: hysterical

Cluster: Fear / Anxiety
PC1 (Valence): -3.19 Negative
PC2 (Disposition): -0.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.401
0.401
점점0.396
😫0.377
それでも0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359