The old farmhouse creaked around her. Amelia reread the letter again, her grandmother’s handwriting a stark contrast to her own. "... unable to reconcile…” Unable. Reconcile with what? She felt a wave of nausea.

She walked to the window, staring out at the rolling fields. The world seemed to spin. Her palms were slick with sweat. She ran a hand across her forehead, pushing back the stray hairs. She felt a pressure in her chest, a weight that made it hard to breathe.

Amelia turned and began pacing, her movements jerky and erratic. She felt a compulsion to *do* something, to change something. She needed to feel like she was *in control*. She slammed her fist against the nearest wall, the blow stinging her hand, but it didn't help. She was still left with this confusing mess.

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