He paced, the worn carpet beneath his feet a familiar, yet inadequate, anchor. Across the country. The phrase echoed in his skull, each repetition a fresh blow. His jaw clenched, muscles protesting his efforts to hold back the torrent of emotion threatening to escape.

He grabbed the nearest object – a decorative vase – and hurled it against the wall. The sound of shattering glass barely registered. He needed to *do* something, to channel the chaos that was ripping through him. He started grabbing things from his desk and flinging them towards the walls, each action fueled by a desperate, futile desire to undo what had been said.

He collapsed, breathless, against the wall, surrounded by the debris. The sharp smell of broken porcelain filled the air. He was empty, hollowed out.

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