The restaurant was too loud. The music, the chatter, the clinking of silverware – all of it amplified the throbbing in Emily’s temples. Across the table, James, her childhood confidant, ate a bite of his steak, seemingly oblivious. He’d said, “I’m afraid you have me confused with someone else.”

She pressed her palms flat against the cool tablecloth, trying to ground herself. Her stomach churned. The memory of the secret hideaway they’d built in the woods – gone, erased, meaningless.

She wanted to run, to disappear, to find a place where this impossible reality didn't exist. She focused on her breathing, trying to regain control. The waiter asked if she was enjoying her meal. She blinked, forcing a smile, and mumbled something about the food being fine.

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