My hands trembled as I stared at the towering mural. It was supposed to be a private commission, a gift for a beloved client. Instead, it was now gracing the side of a city bus, plastered with advertisements, with my name replaced with the name of the corporation that stole it.

It felt like someone had punched me in the gut. The world swam. A wave of nausea rolled over me. I wanted to scream, to lash out, to make them understand the violation they’d committed.

I bit my lip, forcing myself to take a shallow breath. The noise of the city, the endless traffic, the oblivious crowds, all began to press in on me. I wanted to disappear.

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