The attic was stifling, the air thick with the scent of mothballs and decay. John held the letter, his father’s handwriting a familiar ghost. The words stared back at him: “With deep regret…” He felt a sudden, piercing pain in his temples. He needed air.

He dropped the letter, the paper fluttering to the floor. He paced, back and forth, the confines of the attic suddenly feeling claustrophobic. He felt a tremor throughout his whole body. He ran his hands through his hair. He needed to understand the hidden pain in his father's words.

John kicked a nearby trunk. The lid sprung open, spewing forth a cloud of dust. He began rummaging through the contents, his movements jerky and frantic. A photograph, a worn diary, anything to explain what this letter *meant*. Anything.

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