The antique key felt like a brand in Amelia’s palm. She slammed it against the peeling paint of the front door, the sound echoing in the stale silence of the house. Her brother, Leo, just stood there, hands in his pockets, a placid smile playing on his lips. She could practically taste the contentment radiating from him. It made her stomach clench.

"Well, aren’t you just *thrilled*?" she spat, the words sharp as shards of glass. Leo flinched, the smile finally fading.

Amelia marched inside, ignoring the musty smell that always hit her first. Leo's shadow fell across her as she strode into the living room. The floral wallpaper, the lumpy sofa, even the dust motes dancing in the sunlight – it was all a suffocating reminder of everything she’d tried to escape. She couldn't understand why this was happening.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256