hysterical - Story 69067 | Emotion Vectors in Gemma4-31B

The world spun. He stared at the email, the words a jumble of hateful letters. His hands were shaking uncontrollably. He felt a sudden, desperate urge to run, to escape the confines of the stuffy room. He wanted to shatter something, to destroy the awful thing that had brought him to this point. His legs felt like lead, heavy and useless, as a sob ripped from his throat.

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:

`worse`	0.401
`胀`	0.401
`점점`	0.396
`😫`	0.377
`それでも`	0.373

Suppressed:

`la`	-0.672
`a`	-0.618
`de`	-0.541
`😎`	-0.370
`😎`	-0.359