He saw it in her handwriting, the looping script so familiar, yet suddenly foreign. "Learn to play the piano." James’s legs felt like jelly. "Travel to Japan." He squeezed his eyes shut. His own heart felt as though it were being squeezed. The list, left casually on the coffee table, was a collection of dreams he knew nothing about.

A deep ache settled in his chest, a physical manifestation of the hurt. He picked up the list, tracing the words with a trembling finger. Why wasn't he enough? What was missing? He felt a desperate need to understand, to fix, to rewind time and somehow insert himself into these unknown plans.

He threw the list onto the table, the paper fluttering softly. The silence in the room screamed, a deafening indictment of his perceived failures. He felt a tear track down his cheek and he angrily brushed it away, willing the emotions to cease.

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