The injustice of it all, it was a searing brand on her soul. She read the email a third time, the words blurring, the letters twisting into mocking shapes. The scholarship, her lifeline, ripped away. Her hands trembled. She wanted to shatter something, hurt something.

She looked at her reflection, saw the crimson flush on her cheeks, the wild glint in her eyes. She wanted to yell at the person in the mirror. She turned away.

She grabbed her backpack, almost yanking it off its hook. The school was a wasteland, a place of broken promises. The campus felt suddenly toxic. She had to leave, had to escape the suffocating weight of this feeling.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290