He slammed his fist on the table, the impact rattling the cheap plastic. "Absolutely ridiculous!" Leo barked, the words sharp enough to cut. The accusation, a carefully crafted analysis of renowned author Seraphina Bloom’s newest novel, rested accusingly on the screen of his laptop. The proof, compiled by an online literary watchdog group, was irrefutable. His story, his words, nearly verbatim in Bloom’s acclaimed work.

He shoved his chair back, the screech echoing in the empty room. He had devoted years to crafting his stories. He'd poured his heart, his soul, into building worlds and characters.

Leo stormed into the kitchen, his breath coming in ragged gasps. He grabbed a glass from the cupboard and slung it across the room. It shattered against the opposite wall, the noise offering a temporary release.

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