The tiny, plastic dinosaurs were everywhere. Spread across the freshly vacuumed living room carpet like a prehistoric plague. Sarah slammed the door of the linen closet, the action echoing in the suddenly quiet house. She’d spent all morning meticulously folding towels, and now, the scene before her was a warzone of toy scales and tiny teeth. Her son, eight-year-old Leo, bounced excitedly, brandishing a Tyrannosaurus Rex. "Mom! Look! He's going to eat the couch!" His glee grated. She clenched her jaw.

"Leo," she said, her voice tight, "We talked about this. No toys in the living room." She pointed at the playroom, her knuckles white.

Leo just giggled and continued his game. Sarah’s hands itched. Her carefully curated, minimalist aesthetic – the one thing she felt she had control over in her life – was being desecrated by his incessant fascination with paleontology. It was supposed to be *her* thing. She took a deep breath, trying to calm the rising heat in her chest.

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