The discovery left her numb, a cold ache settling in her chest. For years, she had loved the stories by Julian Maxwell. Now, she held a printout of her own short story next to Maxwell's new release. The betrayal cut deeper than she could have imagined.

She sat heavily at her desk, her fingers tracing the words on the page. She felt a strange tingling sensation in her hands. She couldn't understand how someone she admired could do such a thing.

She pushed herself up, needing to move, to do something, to expel the feeling of hollowness that had consumed her. She threw her hands up in the air and then brought them down on the desk with a thud.

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