The air in Daniel's tiny room felt thin, difficult to breathe. He stared at the screen, a grimace contorting his features. His diary, with all his embarrassing thoughts, was online. A cold wave of revulsion swept over him.

He slammed his fist against the desk, a sudden, desperate outburst. The sound echoed in the room. He felt a burning sensation in his eyes, a stinging pressure behind them. He wanted to scream.

He jumped up from the chair and began to walk around the room, agitated, his hands clenched into fists. He kept muttering under his breath, repeating phrases over and over again, as though they might make sense of the chaos.

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