She watched the recording on her phone for the tenth time. The screen seemed to shrink, to close in on her, trapping her in a suffocating bubble of... well, she couldn't even name it. Her chest felt constricted. The singer, some nobody with a manufactured persona, was butchering her lyrics, twisting her pain into a hollow, empty shell.

She threw the phone against the wall. It shattered. The sound barely registered. It was a minor inconvenience. A minor release. Her hands were shaking. Every cell in her body felt electrified.

The audacity. The sheer unmitigated gall. She slammed her fist on the table, the wood groaning in protest. She had poured her heart into that song, and now it was being used as a cheap publicity stunt.

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