The car ride had been excruciating. Every passing mile felt like a nail being driven into a coffin. Now, parked in the driveway, Mark stared at the house, the familiar brick facade now a symbol of all his failures. He gripped the steering wheel so hard his knuckles turned white.

His father came out, his face creased with concern. "Mark, are you alright?" The kind inquiry was the last straw. Mark's vision swam. He stumbled out of the car, his legs feeling like jelly. He found himself unable to form a coherent response. He shook his head, unable to speak, the world tilting precariously.

The next few hours were a blur. He couldnโ€™t sit still. He paced the living room, his mind racing, a whirlwind of anxieties. He kept running his hands through his hair, as if trying to physically smooth out the chaos inside his head. The walls seemed to close in, and he felt a desperate need to escape.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359