James felt as though someone had punched him in the gut. The invitations, side-by-side on his kitchen counter, blurred before his eyes. His breath came in ragged gasps. He wanted to scream but all that came out was a choked sound. He could feel his face flush, and heat rising up his neck.

He snatched up a glass of water and gulped it down, but it did nothing to quench the dryness in his mouth. His hands were shaking so hard he almost dropped the glass. He slammed it down on the counter, the impact reverberating through his arm. He clenched and unclenched his fists, as if to force the tension out of his body.

He felt a sudden urge to run, to disappear. He grabbed his keys and the front door slammed behind him as he fled the house.

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