The email sat in Amelia’s inbox, a taunting little square of digital cruelty. “Congratulations, Dr. Eleanor Vance, on the publication of…” Amelia slammed her laptop shut with a resounding thud. Her carefully crafted research, her sleepless nights, the countless revisions – all attributed to someone else. She paced her tiny apartment, the linoleum floor creaking beneath her relentless steps.

Her fingers itched, she could feel the blood pounding in her temples. The injustice of it all! She grabbed the phone, the cold plastic a stark contrast to the heat blossoming in her chest. She needed to say something, anything. But who?

She slumped onto the couch, her shoulders slumped, defeated. Years, she thought. Years of study, sacrifice, and now this. A cold, bitter laugh escaped her lips, a hollow sound in the empty room. She stared at the closed laptop, a silent testament to the theft of her achievement.

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