“No, no, NO!” Claire screamed, slamming her fist on the table. The sound jolted her, but it did nothing to quell the internal tempest that was raging within her. She was supposed to be celebrating! Instead, she was staring at two party invites, each one a dagger to her carefully constructed happiness. Her chest felt constricted, as though a heavy weight had settled upon it.

She ripped the invitations in half, then crumpled the pieces into tight balls. She threw them across the room. She began to pace, her steps quick and shallow, her eyes darting from object to object as if looking for something to blame. She ran her hands through her hair, tugging at the strands until she winced.

She wanted to laugh, to cry, to break something. She felt a surge of energy, a frantic desire to escape this reality. Her throat felt tight, and she couldn't seem to swallow.

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