The carnations, an offensive shade of orange, dominated the living room table. He ran a hand through his hair, a gesture that was rapidly becoming a nervous habit. The utter lack of context was infuriating.

He turned away from the garish blooms, the corners of his mouth pulled downward. He felt a potent, churning agitation bubbling in his stomach.

He needed to do something, anything, to release the pressure. He picked up a nearby book and threw it across the room with all his might. The silence that followed was almost worse.

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