He saw the name tag. "Jessica from Camp Juniper." A cold sweat broke out across his forehead. Richard's hands started to shake. The world tilted slightly.

He was suddenly trapped in a memory. He could taste the metallic tang of fear, the scent of damp earth and pine needles. The laughter of others faded, replaced by an internal cacophony.

He forced a smile, but his lips felt stiff and unnatural. He tried to speak, but the words wouldn't come. Instead, a choked, "Juniper… that's… that's funny," escaped him.

He excused himself, his voice a cracked whisper, and fled to the nearest restroom. He stood under the cold water, trying to force the feeling to subside, but the memory was still there, vivid and sharp.

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