The clatter of plastic on the hardwood floors was enough to make Amelia's jaw clench. She stormed into the living room, hands balled into fists, ready to explode. Her son, Finn, a skinny ten-year-old, was surrounded by a sea of LEGO bricks. His latest creation, a sprawling spaceship replica, stretched from the coffee table to the edge of the sofa. "Finn," she began, her voice tight, "You know the living room is for…living." He didn't even look up, his brow furrowed in intense concentration. The way he so easily adopted her old passion as if it were his own, the very thing she'd given up years ago, sent a fresh wave of heat through her.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253