He’d been promised a master bath. A clawfoot tub, a rainfall shower. Instead, the previous owners, those deceitful, smiling devils, had concealed a storage room. He ran a hand through his hair, tugging at the strands, the familiar frustration tightening his chest. The inspector hadn’t seen it, the contractors hadn’t mentioned it. Lies. All lies.

His jaw pulsed. He’d spent his life carefully curating every detail, every angle. Now this. This was their fault, everyone. The world was full of incompetent people.

He stomped into the room, kicking at a pile of discarded lumber. The wood splintered, a small, satisfying explosion of destruction. His shoulders rose and fell with each ragged breath. He pictured their faces, that smug married couple who’d sold him the dream. He felt a fire burning in his gut.

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