He found the letter tucked within the pages of a well-worn diary. The handwriting, his own, looked alien. He knew, as soon as he saw it, that he was unprepared. The letter, penned to his daughter, now a woman grown, ripped open a floodgate of emotions.

"…Please, believe me," he read, his voice barely a whisper. The words brought back a tide of regret. He felt a throbbing sensation in his temples, a pressure that intensified with each passing line.

He sank into a chair, his body suddenly heavy. The room spun around him. He felt as though the very air had become thick and suffocating, making it difficult to breathe. He buried his face in his hands, muffling the choked sound that escaped.

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
胀0.401
점점0.396
😫0.377
γγ‚Œγ§γ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
😎-0.370
😎-0.359