John stared at the embossed logo, his eyes darting around the sterile office. His palms were slick, the paper crinkling in his grip. Twenty years. Twenty years since acne, awkward dances, and the crushing weight of unmet expectations. He let out a choked sound, a strangled gasp that sounded foreign even to his own ears.

He crumpled the invitation into a tight ball, then quickly smoothed it out, smoothing out the imperfections he could see in the invitation and the creases in the paper. The office clock ticked with a maddening slowness, each second an accusation. He glanced at the framed picture of his family, suddenly feeling like a fraud. He slammed his fist on the desk.

"Unbelievable," he muttered, his voice a low growl. The thought of facing those people, those memories, those judgments, was almost unbearable. He needed to escape, to run.

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
่ƒ€0.401
์ ์ 0.396
๐Ÿ˜ซ0.377
ใใ‚Œใงใ‚‚0.373
Suppressed:
la-0.672
a-0.618
de-0.541
๐Ÿ˜Ž-0.370
๐Ÿ˜Ž-0.359